{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "88bb67a4-97d4-4329-9d4b-c140b8311b0b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this code calculates the no-split effect for a simplified case of an isolated blue splotch on a red background\n",
      "3 parameters to vary: relative splotch size, splotch blueness, rural redness\n",
      "population density will be constant on a pixelated map as a simplification\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from shapely.geometry import Point, LineString, Polygon, box\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from numpy import random\n",
    "from scipy.stats import norm\n",
    "import math\n",
    "import time\n",
    "def plotPoly(inputPoly):\n",
    "    simplePoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.geom_type == simplePoly.geom_type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y)\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "                x,y = geom.exterior.xy\n",
    "                plt.plot(x,y)  \n",
    "def countNeighbors(isCityPt, xx, yy):\n",
    "    \"\"\"\n",
    "    simple blurb to count a pixel's city rook neighbors\n",
    "    \"\"\"\n",
    "    nNeighbors = 0\n",
    "    dx = [0,0,-1,1]\n",
    "    dy = [-1,1,0,0]\n",
    "    for n in range(4):\n",
    "        if isCityPt[xx+dx[n]][yy+dy[n]]:\n",
    "            nNeighbors +=1\n",
    "    return nNeighbors\n",
    "\n",
    "def r5(x):\n",
    "    return round(x,5)\n",
    "print(\"this code calculates the no-split effect for a simplified case of an isolated blue splotch on a red background\")\n",
    "print(\"3 parameters to vary: relative splotch size, splotch blueness, rural redness\")\n",
    "print(\"population density will be constant on a pixelated map as a simplification\")"
   ]
  },
  {
   "cell_type": "raw",
   "id": "dc9cdda0-3330-419b-9a93-2fb3d70d6c3f",
   "metadata": {},
   "source": [
    "print(\"first, create the splotch\")  #IDEA - LOOP THIS AROUND FOR MANY cityFrac's\n",
    "districtL = 100\n",
    "districtArea = districtL * districtL\n",
    "maxX = 3 * districtL  #number of pixels\n",
    "maxY = 3 * districtL\n",
    "bkg = 0.70   #define these later\n",
    "#cityBlue = 0.2  #define these later\n",
    "cityFrac = 0.5\n",
    "pGOP = [ [bkg] * maxY for x in range(maxX)]\n",
    "isCityPt = [ [0]* maxY for x in range(maxX)]\n",
    "isBoundaryPt = [ [0]* maxY for x in range(maxX)]\n",
    "cityCPx, cityCPy = int(0.5*maxX), int(0.5*maxY)\n",
    "cityCP = Point(cityCPx, cityCPy)\n",
    "cityRadius = int(0.85* 4./3.14*0.5* districtL * cityFrac**0.5)  #~85% of the city is a simple circle\n",
    "for x in range(maxX):\n",
    "    for y in range(maxY):\n",
    "        currentPt = Point(x,y)\n",
    "        if currentPt.distance(cityCP) < cityRadius:\n",
    "            isCityPt[x][y] = 1\n",
    "nNeeded = cityFrac * districtArea - np.sum(isCityPt)  #number of additional city points to fill out the city\n",
    "print(\"I need\",nNeeded,\"additional city pixels to make a total of \",int(districtArea * cityFrac),\"urban pixels\")\n",
    "print(\"I will now create city pixels adjacent to random boundary pixels\")\n",
    "nCityNeighbors = [[0]*maxY for x in range(maxX)]\n",
    "boundaryList = list()\n",
    "for x in range(1,maxX-1):  #build the initial list of in-city boundary pixels\n",
    "    for y in range(1,maxY-1) :\n",
    "        if isCityPt[x][y] == 1:\n",
    "            if countNeighbors(isCityPt,x,y) < 4:\n",
    "                isBoundaryPt[x][y] = 1\n",
    "                boundaryList.append(x*maxY + y)\n",
    "while nNeeded > 0:\n",
    "    removeList = list()\n",
    "    index = random.randint( int( 0.9 *len( boundaryList)) )  #0.9 to bias against newer adds   \n",
    "    x = int(boundaryList[index]/maxY)\n",
    "    y = int(boundaryList[index]%maxY)\n",
    "    notAdded = True\n",
    "    counter = 0\n",
    "    while notAdded:\n",
    "        if countNeighbors(isCityPt,x,y) == 4:\n",
    "            print(\"ERROR! Point at\",x,y,\"has no rural neighbors\")\n",
    "            counter +=1\n",
    "            break\n",
    "            if counter > 5:\n",
    "                stop = input(\"what now?\")\n",
    "        dx = [-1, 1,  0, 0 ]\n",
    "        dy = [ 0, 0, -1, 1]\n",
    "        n = random.randint(4)  #picking a random neighbor of this boundary pixel.  Could already be in city ...\n",
    "        newX, newY = x+dx[n], y+dy[n]  #this could pick an in-city neighbor.  If so, we will just loop around\n",
    "        if isCityPt[newX][newY] == 0:  #... but if not in city, proceed to add and check for newly surrounded\n",
    "            isCityPt[newX][newY] = 1\n",
    "            LOC = newX*maxY + newY\n",
    "            NEWX, NEWY = int(LOC/maxY), int(LOC%maxY)\n",
    "            #print(\"adding point at (\",newX,\",\",newY,\") = \",NEWX, NEWY)\n",
    "            notAdded = False\n",
    "            nNeeded -= 1\n",
    "            if countNeighbors(isCityPt, newX, newY) < 4:\n",
    "                isBoundaryPt[newX][newY] = 1\n",
    "                boundaryList.append(newX*maxY +newY)\n",
    "            for i in range(4):\n",
    "                nbrX, nbrY = newX+dx[n], newY+dy[n]\n",
    "                if countNeighbors(isCityPt, nbrX, nbrY) == 4:\n",
    "                    isBoundaryPt[nbrX][nbrY] = 0\n",
    "                    if isCityPt[nbrX][nbrY] == 0:\n",
    "                        isCityPt[nbrX][nbrY] = 1  #newly surrounded noncity -- take it!  (can't be a boundary)\n",
    "                        nNeeded -=1\n",
    "            oldBoundaryList = boundaryList.copy()  #rebuilding this list this way is safer than a remove operation\n",
    "            boundaryList = list()\n",
    "            boundaryXlist = list()\n",
    "            boundaryYlist = list()\n",
    "            for p in oldBoundaryList:\n",
    "                XX = int(p/maxY)\n",
    "                YY = p%maxY\n",
    "                if countNeighbors(isCityPt,XX, YY) < 4 :\n",
    "                    boundaryList.append(p)\n",
    "                    boundaryXlist.append(XX)\n",
    "                    boundaryYlist.append(YY)\n",
    "            \n",
    "            if nNeeded%50 == 0:\n",
    "                print(\"I added point at\",newX,newY,\". We now only need\",nNeeded,\"more city pixels\")\n",
    "                for jj, b in enumerate(boundaryList):    \n",
    "                    plotPoly(Point(boundaryXlist[jj], boundaryYlist[jj]).buffer(0.4))\n",
    "                plt.show()\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "032fe4e1-89e9-48a9-a265-612bb709b32a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#special for graphing: create a visual of the mapping process\n",
    "Polly = Polygon([Point(0,0), Point(252,0), Point(252,270),Point(0,270)])\n",
    "X,Y = Polly.exterior.xy\n",
    "plt.fill(X,Y,facecolor = (1, 0.5, 0.5) )\n",
    "for x in range(maxX):\n",
    "    for y in range(maxY):\n",
    "        if isCityPt[x][y]:\n",
    "            Polly = Polygon([Point(x,y),Point(x+1,y), Point(x+1,y+1),Point(x,y+1)])\n",
    "            X,Y, = Polly.exterior.xy\n",
    "            plt.fill(X,Y,facecolor= \"blue\")\n",
    "#plot one grid set\n",
    "X1, Y1 = 0,0\n",
    "dX = [0,districtL, districtL, 0]\n",
    "dY = [0,0, districtL,districtL]\n",
    "sX = [0,0,districtL,districtL]\n",
    "sY = [0,districtL,1.2*districtL, 0.2*districtL]\n",
    "for j in range(4):\n",
    "    xPlot = [X1+dX[0]+sX[j],    X1+dX[1]+sX[j],     X1+dX[2]+sX[j],     X1+dX[3]+sX[j],  X1+dX[0]+sX[j]]\n",
    "    yPlot = [Y1+dY[0]+sY[j],    Y1+dY[1]+sY[j],     Y1+dY[2]+sY[j],     Y1+dY[3]+sY[j],  Y1+dY[0]+sY[j]]\n",
    "    plt.plot(xPlot,yPlot,ls=\"dashed\",color=\"black\")\n",
    "\n",
    "X1, Y1 = 0.4*districtL,0.6*districtL\n",
    "dX = [0,districtL, districtL, 0]\n",
    "dY = [0,0, districtL,districtL]\n",
    "sX = [0,0,districtL,districtL]\n",
    "sY = [0,districtL,0.93*districtL, -0.07*districtL]\n",
    "for j in range(4):\n",
    "    xPlot = [X1+dX[0]+sX[j],    X1+dX[1]+sX[j],     X1+dX[2]+sX[j],     X1+dX[3]+sX[j],  X1+dX[0]+sX[j]]\n",
    "    yPlot = [Y1+dY[0]+sY[j],    Y1+dY[1]+sY[j],     Y1+dY[2]+sY[j],     Y1+dY[3]+sY[j],  Y1+dY[0]+sY[j]]\n",
    "    plt.plot(xPlot,yPlot,ls=\"dashed\",color=\"gray\",lw=1)\n",
    "plt.xlim(0,250)\n",
    "plt.ylim(0,270)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d038a1ae-7459-4d10-975e-d5cc6806dc96",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on x =  0 out of  200\n",
      "working on x =  20 out of  200\n",
      "working on x =  40 out of  200\n",
      "working on x =  60 out of  200\n",
      "working on x =  80 out of  200\n",
      "working on x =  100 out of  200\n",
      "working on x =  120 out of  200\n",
      "working on x =  140 out of  200\n",
      "working on x =  160 out of  200\n",
      "working on x =  180 out of  200\n",
      "I have computed the number of city pixels in all possible districts\n"
     ]
    }
   ],
   "source": [
    "#As written, we have to step through this loop separately for every city size **\n",
    "nCityPixels = [[0.]*(maxY-districtL) for x in range(maxX-districtL)]\n",
    "for x in range(0,maxX - districtL):\n",
    "    if x%20 == 0:\n",
    "        print(\"working on x = \",x,\"out of \",maxX-districtL)\n",
    "    for y in range(0, maxY - districtL):\n",
    "        for xx in range(x,x+districtL):\n",
    "            for yy in range(y,y+districtL):\n",
    "                nCityPixels[x][y] += isCityPt[xx][yy]\n",
    "print(\"I have computed the number of city pixels in all possible districts\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "6359795f-96a1-4889-9166-40f434758069",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here is a heat map of the number of city pixels by each district's lower-left corner pixel\n",
      "remember that there are 10000 pixels per district, city size frac= 0.2\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh0AAAGiCAYAAABDFHTaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAABnvklEQVR4nO39e5AU15nnjX+zqqubi+myADfdvWphVoE0CjXBWsjDZbwSuiGwEZblFZLRMiisRfZYQkMAYZvxqx/oDb/CoYmRPGHWGq0D64oDxUbo4l05GIMtkAmEJIOwBdYyyMYSmqFBo4VuQFBdXXl+f9Q5pzqfrFOXruzqquL7ITIO5+SlsjozK5/zPc/zHE8ppUAIIYQQMszERvoECCGEEHJhQKODEEIIIVWBRgchhBBCqgKNDkIIIYRUBRodhBBCCKkKNDoIIYQQUhVodBBCCCGkKtDoIIQQQkhVoNFBCCGEkKpAo4MQQgghVaEso2PDhg34/Oc/j3HjxqGtrQ233norDh06FNhGKYX169ejs7MTo0ePxty5c3Hw4MHANqlUCitWrMDEiRMxduxYLFq0CB9++GHl34YQQgi5gKjme/nkyZNYunQpkskkkskkli5dilOnTpV1vmUZHTt37sR9992HPXv2YNu2bRgYGMC8efNw9uxZu80jjzyCRx99FBs3bsRbb72F9vZ23HTTTTh9+rTdZuXKlXjxxRexZcsW7Nq1C2fOnMHChQuRyWTKOnlCCCHkQqaa7+UlS5Zg//792Lp1K7Zu3Yr9+/dj6dKl5Z2wqoATJ04oAGrnzp1KKaV831ft7e3qBz/4gd3m/PnzKplMqn/6p39SSil16tQplUgk1JYtW+w2//qv/6pisZjaunVrJadDCCGEXNAM13v5D3/4gwKg9uzZY7d5/fXXFQD1f/7P/yn5/JoqsbB6e3sBAOPHjwcAHDlyBD09PZg3b57dpqWlBddeey12796Nb3zjG9i7dy/S6XRgm87OTnR3d2P37t24+eabQ5+TSqWQSqVs3fd9/N//+38xYcIEeJ5XyVcghBDS4CilcPr0aXR2diIWGz5XxvPnz6O/v7/i4yilQu+2lpYWtLS0FN13uN7Lr7/+OpLJJGbOnGm3mTVrFpLJJHbv3o3LL7+8pO82ZKNDKYVVq1bhC1/4Arq7uwEAPT09AIBJkyYFtp00aRLef/99u01zczMuuuii0DZmf8mGDRvw0EMPDfVUCSGEEBw9ehQXX3zxsBz7/PnzmDL5U+g5UbmbwKc+9SmcOXMm0LZu3TqsX7++4H7D+V7u6elBW1tb6DPb2tqc7+58DNnouP/++/H73/8eu3btCq2TFlo+q01SaJu1a9di1apVtt7b24tLLrkEX8AX0YTEEM6eEELIhcIA0tiFX2DcuHHD9hn9/f3oOZHBkb2T0Tpu6GpK32kfU2a8j6NHj6K1tdW2l6JyDPd7Od/2pRxnMEMyOlasWIGf//zneO211wJWY3t7O4CsRdTR0WHbT5w4Ya2s9vZ29Pf34+TJkwGr6sSJE5gzZ07ez3PJSk1IoMmj0UEIIaQAKltUYzi+dVysIqPDHqe1NWB0FGO438vt7e04fvx46HM/+uijkIpSiLL+Mkop3H///XjhhRfw61//GlOmTAmsnzJlCtrb27Ft2zbb1t/fj507d9oTnzFjBhKJRGCbY8eO4cCBA06jgxBCCKkHMsqveCmHar2XZ8+ejd7eXrz55pt2mzfeeAO9vb1lvbvLUjruu+8+/OxnP8PLL7+McePG2XGcZDKJ0aNHw/M8rFy5Eg8//DCmTp2KqVOn4uGHH8aYMWOwZMkSu+0999yD1atXY8KECRg/fjzWrFmDadOm4cYbbyzndAghhJCawoeCb6SVIe5fDtV6L19xxRWYP38+li9fjieeeAIAcO+992LhwoUlO5ECZRodjz/+OABg7ty5gfYnn3wSd999NwDg29/+Ns6dO4dvfetbOHnyJGbOnIlf/vKXgbG0xx57DE1NTVi8eDHOnTuHG264AU899RTi8Xg5p0MIIYTUFD58lKdVhPcvh2q+lzdv3owHHnjARrksWrQIGzduLOt8PaXU0E2yEaKvrw/JZBJz8WX6dBBCCCnIgEpjB15Gb29vWX4S5WDeS/926OKKHUk7L/9wWM91JKkoTwchhBBCcmSUQqaCvnwl+9YDNDoIIYSQiKi2T0e9wVlmCSGEEFIVqHQQQgghEeFDIUOlwwmNDkIIISQiOLxSGA6vEEIIIaQqUOkghBBCIoLRK4Wh0UEIIYREhK+XSvZvZDi8QgghhJCqQKWDEEIIiYhMhdErlexbD9DoIIQQQiIio7JLJfs3MjQ6CCGEkIigT0dh6NNBCCGEkKpApYMQQgiJCB8eMvAq2r+RodFBCCGERISvsksl+zcyHF4hhBBCSFWg0kEIIYRERKbC4ZVK9q0HaHQQQgghEUGjozAcXiGEEEJIVaDSQQghhESErzz4qoLolQr2rQdodBBCCCERweGVwnB4hRBCCCFVgUoHIYQQEhEZxJCpoD+fifBcahEaHYQQQkhEqAp9OhR9OgghhBBSCvTpKAx9OgghhBBSFah0EEIIIRGRUTFkVAU+HQ0+9wqNDkIIISQifHjwKxhE8NHYVgeHVwghhBBSFah0EEIIIRFBR9LC0OgghBBCIqJynw4OrxBCCCGEVAyVDkIIISQiso6kFUz4xuEVQgghhJSCX2EadEavEEIIIYREQNlGx2uvvYZbbrkFnZ2d8DwPL730UmC953l5l7//+7+328ydOze0/s4776z4yxBCCCEjiXEkrWQpl2q9l0+ePImlS5cimUwimUxi6dKlOHXqVFnnWva3O3v2LKZPn46NGzfmXX/s2LHA8tOf/hSe5+GrX/1qYLvly5cHtnviiSfKPRVCCCGkpvARq3gpl2q9l5csWYL9+/dj69at2Lp1K/bv34+lS5eWda5l+3QsWLAACxYscK5vb28P1F9++WVcd911+I//8T8G2seMGRPaltQxHkfqCAmh/JE+A1JlMspDpoKZYoeybzXey++++y62bt2KPXv2YObMmQCAn/zkJ5g9ezYOHTqEyy+/vKRzHdY3xfHjx/HKK6/gnnvuCa3bvHkzJk6ciCuvvBJr1qzB6dOnncdJpVLo6+sLLIQQQkijIt95qVQqkuMO9b38+uuvI5lMWoMDAGbNmoVkMondu3eX/PnDGr3y9NNPY9y4cbjtttsC7XfddRemTJmC9vZ2HDhwAGvXrsXvfvc7bNu2Le9xNmzYgIceemg4T5WUikPR8GIlWOdUQ0ij4lA0lF/iPU9FpGHIVBi9ktHRK11dXYH2devWYf369ZWcGoChv5d7enrQ1tYWOl5bWxt6enpK/vxhNTp++tOf4q677sKoUaMC7cuXL7f/7+7uxtSpU3H11Vdj3759uOqqq0LHWbt2LVatWmXrfX19oQtCCCGEjDS+isGvICOprzOSHj16FK2trba9paWl4nMDKnsve164c6mUytvuYtiMjt/85jc4dOgQnn/++aLbXnXVVUgkEjh8+HBeo6OlpSWyPzgZIkKlCCkbeVQMp/rhUjxKUUsIqQV8kUtBjMMrvd6Li/3KVUSogFywtLa2BoyOKKjkvdze3o7jx4+Htvvoo48wadKkks9h2PTuTZs2YcaMGZg+fXrRbQ8ePIh0Oo2Ojo7hOh1CCCFk2DHDK5Usw0Ul7+XZs2ejt7cXb775pt3mjTfeQG9vL+bMmVPyOZStdJw5cwbvvfeerR85cgT79+/H+PHjcckllwDIDn/8z//5P/EP//APof3/+Mc/YvPmzfjiF7+IiRMn4g9/+ANWr16Nz33uc/irv/qrck+HDBdlKhsF14fWeWJTx0NWhmRHSFUwk3FpBUP5RomIBdZ7nlRCzHZxXQ2u92IlKiBUPmoeH0OLQBm8f7lU4718xRVXYP78+Vi+fLkNpb333nuxcOHCkiNXgCEYHb/97W9x3XXX2brxtVi2bBmeeuopAMCWLVuglMLXvva10P7Nzc341a9+hX/8x3/EmTNn0NXVhS996UtYt24d4nGpRZKqU6IxYdvlUIlt9wbtIraRxoRZ7zIyHMMuHh1TyTChXC93YywY48L8Zhnjw2WUiJeQNUpKNEZsu7znaYQQVO+9vHnzZjzwwAOYN28eAGDRokXO3CAuPKXqbx7dvr4+JJNJzMWX0eQlRvp0GgsaHYSUbHTk2v287crRnjuOL7bPr5CE2sV6UpgBlcYOvIze3t7I/SQM5r30+L7PY/Snhu4uee7MAP7mqreG9VxHEk74dqEzVCPDMWTi5TMgZFtM9voKH9NZl8cnpFz8/C9tz0oV0gjQdW0EWOMkHgu054ZZvLzHUZ5QQKTjqTU2zPPH4Zd6YaipzAfv38g09rcjhBBCSM1ApeNCo1hyL5fyIdUIl7IxuK63DQ2DyCGYfPsGTqJInaG2pFyMIuHyI1OOYRSrdGQVBc/0Sk27JxQQh9IhFZCc8mGOLxUO4fOhj2+ez5DPBxWPEcOHBx+VOJI29u8ZjQ5CCCEkIji8UhgaHRcKlfpulKJsDNre82KlKxqh9WFn1LznZNsbu2dAhgGX/7zDkVP6cth7WCoiLgVE+oAIpcOtfAifj1jQ18PgjHKh4lF1Kk+D3thGR2N/O0IIIYTUDFQ6Gp1iPhqudpfCYcbA8ykbQM6L3/PKVzQcn+3cz568SEFN5YM48Fw+GgYZEutQLJwKiPThMNEx2tfDM8qFy/cjk8lW9bNjQ27N4yp8PaSyQcVj5PGVB7+S5GAV7FsP0OgghBBCIsKvcHjFb/ABCBodjcZw+W4YhaOQsgGI6BWXcuHY16GAWOXCfDWXAqKh0kEkRuGwukbR6JTgfiFFQyb9su2ZYN08A2b7YsqHOI9ivh4ys6nM60HFg9QaNDoIIYSQiKh8ansqHaQeGGbfDU8oHTkVQ5SD1YqY2EeqIVLRiBf25SimeITWkwsX0aE3CkJIuRDKBsR2oTTmVqjQN1nG+FyY9cFoE6t8yHta+nzoA5tMqKE07CYqxuXrkUFeQnk8yLCTgYdMBbk2Ktm3HqDRUe8UMSqcs7/GhDEhDQI99OEcRpH7mfWDDQ3HMa1xIIwMZY0RBNpdRok9jie21zR4h4EUwJOjCMaIsDm8XHOomFKGrJrj6mELeyAveLyMuSeNURB0EM3VhQOpPXE9rKI3VzJ3mcv4CDmSOoZTOMxCRhgaHYQQQkhEcHilMDQ66pViDqMSOVziSvLlUjiKKCJ518eEguFSNmS7S9Gwx4NYH6wb5SPkUNrYz/KFjWN4xGKqxkFT1v1g3Q6TyOEX054xybrEMIx5vuQwi+dQOGRdTEBnHE3tt3GF1pr1ZjQnVsSxlAwbGVQ2ROIYKWsY+DNMCCGEkKpApaPOKRoSW0zhkKGwIV8Ns14oG9JJVPptxGJFlQ3pw6GEg6nNyyQdTu1n6vUhhQPB7RvbL4sMQioY4XZdN0qF8PXIKR9CAbFJwcy9JxxBMyaE1fh8CEXED97DVjExiqLv6N8aHw57+mY7/fxJxcMxYVxY8aBvx3DB4ZXC0OgghBBCIoITvhWGRke94Zia3pn0q1yFwxUKKxWOeP711h8jFitf2YgLJcMoF6LddCLldhDrXcoHaUCkr4a9+Ai2G+XB3KfCpyMXKqvrflD5MPuHQmRN3QgR1lXDKAumbhQQEeXiQtyzRRUP/Rzb9XZiOGdMLQInSCpGVTi1vWrwkNnGNqkIIYQQUjNQ6ahTnPk4RNRJ2QqH9Oloiov98vhuADn/jdggxSMWVD+KKRsq1G6+rPDxiAcVjrACEtzPIBUQ0gBYJUNcVKF8WEHB3N62Xd87vvC9UMG6J6JVQsqHOaB53HS7GtB1c1r2g0WUi8TcuwMmv4eIVjPHMwqGuelFFI09HxMFw2iWYYfDK4Wh0UEIIYREBGeZLQyNjnrBoWi40poPWeFw5d+QCkdT0Kcjr/+G+X9cKh6FlQ3rq+Fot3WHb4fJ4lg0iqWxn+0LA+mzYRUO4dNhfTQcvhzBedhyCohVOILtIeXD5NvIxMSBjA8HAvsZpw+lpQjP/BLL6BbDgFhvquZrB7cOp3F3ZCxlNAupNjQ6GoXQTK5VMjZkfZChEXIM1aXfZAwVBNcXMzJkPe5odzqS5q+TOkS8ZaWxEDZGzHoxbCKMERkqa/22HUZIzPhnesLYkMMu9kQdIbZiGCaETbNu0qvHAu0mmZ8dvtHPrzVKRCgtHUuHj0yFU9tXsm89QKODEEIIiQgOrxSGRketI0NkSw2NFU6bzond5IRtQ1U4rHrh2XpoGKXJVUeg3ZcKhq2L9phsh/5OYjupbEjFg9QdUsEoqmwIJUQOq4QdR7PNRskIKR9amfDNc2cmavMcwy5mRzvprHA01b/ENrRWfmETql4Eq2xkHLPb0rGUjDA0OgghhJCI8BGDX8EQSSX71gM0OuqEolPUS+XC9sBcDqXCh8OL5W13KhrmOC5n0bhn/+9LB1KpcMjtXMpGqF2sdykeoVBaUSK4HaldiikcOeXC1F0OpdKRVCggZiI3fU/GBsT+Xv66fUytS4Tw9RBfxCoT5jj6c5T+Zba3pJzATmIcRmP5b3rrWGoVEKFwNPosY1UkozxkKvgxqWTfeqCxTSpCCCGE1AxUOuqMsOIhx2yDCogti03cFhcKR6w8hcNvCtYHKx1WgWiSygfsttlj6HoRZcO3icjyry+meDh9Ohq7g9EYuHw3Qr4c+etOZUMqH5ngeqtM2KiTbHMueiVb2HncjE+IOW+rJBjfDjEhnVE4jDACUXf9UhsfjHjQ58N8H5mMTPp2QETfMIS2cuhIWhgaHYQQQkhEqApnmVXMSEpGBFeUikH6cggFI5SPI9TTEQqHTnduFY6moMIBmfzLpXAMVjOsrwb0Ng7fjdB2unQoG75YH1I8hA9HOKolWLc0dgejMXApHKHkXoXbQ6VQNnLRJ/rj9PNmHydxD4WUDROJJaJaYpDKQfC5tgqHjGox9Zjw7ZAvKOP7ERc+IzZpWv6kYc68HaRsMvCQqeDHpJJ964HGNqkIIYQQUjNQ6ag3ZDRKsWgV5xT1wfXuaeilT0cJCoeuhxWMwr4bcjuZedSst4qHUDrkepfCYYdMZZ3UPM7oFYeCAZeyYfYLBnOElQ8bpWJ20IVdoUTd7G+UjeDNZcIhQ4qHuQn1ve/p7azCoZWL3E0sfDlsxlGpaOb/nbAYxdTk7aDgUTG+qswvo9FTpdDoIIQQQiLCr9Cno5J96wEaHbWO9O1w+XLIaBVXNItzrhWjOuj1TUNXOLLrPafC4Ys8HbljItCuhI+HS9lQDoWjaBSLVDqoeNQuRaJUlPTlMDPNG5+MkA+HLoOCRbjdKCAZqWwgsGFMf6APU4eul6p4yBeNrz8uKNMp46shFQ/jo2V8PpQoY8HjhPJ2GOjjQYaZsk2q1157Dbfccgs6OzvheR5eeumlwPq7774bnucFllmzZgW2SaVSWLFiBSZOnIixY8di0aJF+PDDDyv6Io2GF/OC4bFeTC9e3sXzYtmhFdMWj2cXU4/Fs4tdHwP0pGwq7mWNEDMzrG5TcQ8qphfbFssuTR5Ukwc/nl1UIrv4TYOWhFh0u4pnDQXTrpqyyZB8syTE4mhXeglt71gyzdnF10umWSHTrOBzqZvFXjN5TeW9oe8p1/rQEheLuPdy96i4h81i73lzPP1c6MVsZ54bFReLfM5iseAinlPTbp/bmBdciv0+hJZYwFk99PtDSsaHV/FSLtV6L588eRJLly5FMplEMpnE0qVLcerUqbLOtWyj4+zZs5g+fTo2btzo3Gb+/Pk4duyYXX7xi18E1q9cuRIvvvgitmzZgl27duHMmTNYuHAhMtLqJoQQQuoIk5G0kqVcqvVeXrJkCfbv34+tW7di69at2L9/P5YuXVrWuZY9vLJgwQIsWLCg4DYtLS1ob2/Pu663txebNm3Cs88+ixtvvBEA8Nxzz6Grqwvbt2/HzTffXO4pNRYyNLYYrmEVOZGby3FUTkkv1ueGV7xAKYdTfLm+Kc+wisuh1DGMItudpdxeDq9oSToUKmtSXbNDVzeYYRDlSv4lQ19tci+9udne3P42JDZ/eyjpl71XPFEPDqP41tPVMdyiz8s8N7mnXg9/mJBWEy5uhlfMeUrHUpsG3THMYj7Q3Oyl9u841X1dUI338rvvvoutW7diz549mDlzJgDgJz/5CWbPno1Dhw7h8ssvL+lch8VjZceOHWhra8Nll12G5cuX48SJE3bd3r17kU6nMW/ePNvW2dmJ7u5u7N69O+/xUqkU+vr6AgshhBBSaxhH0koWAKF3XiqVqui8Kn0vv/7660gmk9bgAIBZs2YhmUw63935iNyRdMGCBbj99tsxefJkHDlyBA8++CCuv/567N27Fy0tLejp6UFzczMuuuiiwH6TJk1CT09P3mNu2LABDz30UNSnWhcUdSC1GwrHUekJ53IcDYXUBj8vF9Yqyqb87Tn1wgspHCGHUduu6zJE1qGEuB1OVd52qWjkkooFwyBzZYPHrNUTQoZSjqRfpm6uuXQYNfd1SMGIie2kspEJNFvB0A/Vg46mxRQPOX+bPZ5RQPSzEpOhtNKx1Di2mudXOo4KicaE1Jvn3jqU2uRhDJ2tFB8VpkHX90pXV1egfd26dVi/fv2QjhnFe7mnpwdtbW2hY7e1tTnf3fmI3Oi444477P+7u7tx9dVXY/LkyXjllVdw2223OfdTSuVi3QVr167FqlWrbL2vry90QQghhJBG4ejRo2htbbX1lpaWIR8rqvdyvnd0oXd3PoY9ZLajowOTJ0/G4cOHAQDt7e3o7+/HyZMnA1bViRMnMGfOnLzHaGlpqegP3pAUSwYmfTn0ehXy+RCKhUnf3CTqUuEQYauDFQ5TdykcTl8OUy+2PlSqvHU7jm/qQuFQQukIpZgmtYPpgYsJ25Qv2o2PhvXdMD4eOqQ1JtplcjDp2yFUMF+kO5cBr75wHjGKh1EScuuD+5m6VWpU8Lm0D5z1S9LKhFxv05s7fLyKJQsjFaOGGIEyeH8AaG1tDRgdUTKU93J7ezuOHz8eOtZHH32ESZMmlfzZw56F5OOPP8bRo0fR0dEBAJgxYwYSiQS2bdtmtzl27BgOHDjgNDoIIYSQesDMMlvJMtwM5b08e/Zs9Pb24s0337TbvPHGG+jt7S3r3V220nHmzBm89957tn7kyBHs378f48ePx/jx47F+/Xp89atfRUdHB/785z/j7/7u7zBx4kR85StfAQAkk0ncc889WL16NSZMmIDx48djzZo1mDZtmvWaJcjT9XL0WERUSrm+HK5oFevTIXw3QqnKHT4dJndB9hgI7huKZnG0C1+PnEISVDYQ8uUITnplEyoJpcOz4+HCt4PUHtZ3w/Tsgz4L1tfDJPHKBBW53ERuxjdKBetywjZH1Eooi7g5LVM32chzU60FztckEVNGyTDfy9zbNugkqGDYaBbzgTKqRfp2mCR/GbOfjHIRUSyhbGjmxOjcUS4jkZG0Gu/lK664AvPnz8fy5cvxxBNPAADuvfdeLFy4sOTIFWAIRsdvf/tbXHfddbZufC2WLVuGxx9/HO+88w6eeeYZnDp1Ch0dHbjuuuvw/PPPY9y4cXafxx57DE1NTVi8eDHOnTuHG264AU899RTi5kEhhBBCSElU6728efNmPPDAAzbKZdGiRQVzg+TDU0r6Udc+fX19SCaTmIsvo8lLjPTpRItJe64vtJ2i3kxZn8h+X69J24tNZn08WDfrE9nSKhh6O5t/I6HrJs15QpRNQcXDl6X+8+fac/WQD4dLySjm62H3F74bxjejyaFsCF8OT4cG5Hq5wfYYfTpqDqkIKO2UYZSNnE+H6cnrdpOvQygfMo+HaY+ZidUyQeXDKiADwbo3EGyPudoHVN79bXta5a3bCePsen3vmjJtyozePhOoY8CUAwXrytT1/iqdrZv06DZNep3n6RhQaezAy+jt7R02PwnzXvryL7+OxNjmIR8nfbYfL8/76bCe60jCuVdqHRkqK4dXDKHhl/zDMuEkYPkdSZWQccMhsxDt4XoxY8O53m6nAtsZo8KXwypNQSPDlsbI0PVYPGhcGOMjZsIcaXTULL42Lnz98jPGhm3PmLlExP0vEsXZuphjxTeO2XbozRu8eXjyVtMuzjPcHhxmyYXMBoeF5FQp0rHUfF8bOuvbEw98QSXu7dD0ufbvIhxO7RcIDruY4SeG0JbOUFOZD96/kRl2R1JCCCGEEIBKR82Rc3Qr0dqVioYZZpEhsqHtHAqGQ/GQobG+cCz1Q4rH4GEQXRZTOOx6MYxi67r3JuqeGV4xykWTVjSMshEPKhpx3R4Xwyq2DioeI43s7RllYCCTvZkyejjFKB0Zo4JlhPJhZ1fWSsBA8PkKzTBse/76eEbxGJDnl0Um+/LFpK+59mAoLYSiYU7EDvuYZ8QPfg8bKhxyIJfO0g6Hc6lYyBBaDRWOoVNpBEo1oldGEhodhBBCSETQ6CgMjY56oVhyH9lue3hBxUP6ckhFJKdKGCUjv/LhSk0+WBEpms48pICoQF0Jnw2XwuEJRSPelO2eWQVDr2+KZ3SplQ4vqHBYpYNp0Ecc+cNrlI60lhAyQvkYyOh23dX39bXPmPs9Y5JzBUPRQ0oHRN24Tog05tbnQiocQsgItVtfjqCCYe5pG9Fq53MTCqJWOjzpXGJLEfLqShLGpGBkhKDRQQghhEQElY7C0OiodVw9kmI9GEe681waZaFguBSNkLIhfT1ET2xQQi8ZjSIVD79MhQNS2WgKlvGmoGJhFI2EVj4SQtFI6DhHuz2VjprD/AD7QukY0DfggK6n9bU2ykd6QIecx0z6c6MA6OOax8P6dtiGbH3AKBvBe8EqHjYJGAJ1VaTdRqsInw+rgJgIVaEChpUR80Vige9pFA7zfTzxveTvgpwAjgpI5dDoKAyjVwghhBBSFah01Bl2grfQimBPJTSxm/TpKJaXwzW1vVA4YOsIrB8cveJSOELJvoooHHApG0LRMPVm7cORMGUsWG/W9SapdDB6pWYwyoLp/fVrZaNf33ADRq3KZG+qtJdtj+uev1E8Bkx0hy5NOg9/wPQq9XOhNQpP13O+HEFnDXM+VskQaczhUjb84P6eVTDEccx+VnF0+HaElBrTjkDdFaVCokehslwbjf7rQ6ODEEIIiQgOrxSGRke9EIvlr7sylJoeUkj5MO26LNWXw6FohLKI5lE6nJEuUvEoU+FoMr4astSKRXPTgK5n20fFs/XmkNKhS8/4dNR3yudGQE56ZXw4moXS0a+jVoxKlYppxUO3ezbbrPb18EweG31gE+0i6k7Fw3ZD80/cZu7pmFA6TBQL4sH1Js+IJ302ZCZVq3Dk385OcW8zlYrMoybfhszvEeO9HjU0OgpDnw5CCCGEVAUqHfVGSNGQUSpySnuRryMeVEZK9eXIKRxibFkqH4P8N0ITuskMo45Mo0jo3pfJJGqUjUTQZ8MoGy1a0WjW9WahaFiFwyoe6ex+ur1Jz8KVoNJRcxjFI22iVfTNlNI+HP1a2Tiv60bxOO9l6yYSySgcxVwaclc+v+KR89kwviYqULcZSv1gKfN6SF8Pk5/D3Hou346cUiEUj1C0SpG8HI66meOp0f0KhhMqHYWh0VEvuH40SgyplY5m1viQScEcwyrFkoLlSxIW2kcaG+aHVA6nFDE2mhNBo6JF140RYYyMUcYYiZl2bWzouiwTHnM+1yppfROZslkbG+cy2WmOzRDZeV03jp8x4UAqyT0W2fUm27k1PlTQ+Mjd1Ga9SfaFYCkcR0O7i/U5Y7/wMIs5T5sWXQyvuhzIQ8aI/AOQyKDRURgOrxBCCCGkKlDpqDeKKBvScTTkQCp6RKGQPJdDqavdOqSGy1AorFBPIJQPmfRLhsQWUzjGNGWVDKt0aGVjtFA4Rsf7A/VRsex6Kh21R8aGzGZvmvN+VslI2CGxbHku0wxgkMIhlA5XKVGil2kdQO34ob5nzXCIHC7xg8qHGVKMSSUk9HyJ0jq2inYzDJpRedfnJnwTpStJGIkcpbzQfVTu/o0MjQ5CCCEkInx4FeXpqGTfeoBGR73i6rk4ejo5Hw5dF45pSvaoiqZDF2WeHlsonFYk/1JayTATtxULiZUKx2ihbOSUDqNw9OsyWx8Ty69wtFDpqHmML4e5VimteHxiFA6rYPiiXljZCE8sJzbQ6zO5fOW6DO6fUzKMEuIFtgv5fAjfDxPS6nzezK1pFZCgb5Znsp3RZ4PUODQ6CCGEkIigI2lhaHQ0Cq40x8WiWMqNWinBl8OUIWXDhMaaqelNGRO+HI6QWFeUilE4xjSlAAxSNozioRWOMfHseqN4jPK0MqJ7zzEEp7wnI4+Zwt5MSS99OqyyoX0c4iGFo7zw59AEbMaHQqQvtz4dwsfDKBwmBDbuUjCcZWlRLHa9J5RKGa1ikKH2ZNigT0dhGL1CCCGEkKpApaPekT0Yh7JhjWepVMgx4lDPqkxFJF8adJnKWSgdMePToesyrblJ+iWjVFwKx6eMoqF9OoyyMSYmlA6tcIzysnXbS0Z5vWMyfBiFwygeNmrF17lbjDoFo3SYSfsKX0MpYVsFQyodst34apgkfEbpyAST5nkZo+5p5cHOda+PI5/DUqNY7HNsnnMTxRL02Sqax4cMGxxeKQyNDkIIISQiOLxSGBodjYqj5yPzdoR8Oxz5AUITxRVTPuLK+m4oUdpoFZOXQ5dNcZHm3EzcJjONOvJwSIXjU/Hz2bpWNsZqpcP4chjlo9kLZiSNMwn0iJMRYYMmeiWhTH6O7DWLh6JViikcegI3p9JhfEh01Iof3N74J2V8cU/HhW+Hzaeh6zKzqIwukxO8OZ6z0HNY7vuJvh3DjqpQ6aDRQWqToYbGWQdQl4Na4dL1IxlyLI2F95GOo6Yet0aHMTLMsIqYQ6VJGhvGQdQ4jgaNjXExY3RkjQtrdNhhlWCZ4JwrNYuZeyWtJyWJKzOsUuJwCoLGgy+MCzOLrTEyMnoOkowe2jOzwebmIjI3fNA52g6zDDa+87U7hldkEr/c8Elw+1AqB0fnorFfX6QeodFBCCGERIQCwvleyty/kaHR0Wg4QmNDPSWIeshhLX8yMalehJKQxXI9PxvWJ0NkhcIhQ2QT8aDjqGs4ZbQMiQ2VQYUjN7yij2eVDjO8QqWjVknrG6zfXCMTkhoLXjNfBOSZ4ZSMKY1SYYZZIJQPFVQ+ElrhyMSDSklM1zPGYTRmVDyR8t+lcJQ4bOJy+LavJjqK1hw+PHjMSOqEIbOEEEIIqQpUOi5UXIqHWO8K2XM5lAZCcm2b6ZUFe4MxXRoHUuM4mtDTlDeHyuBU9GNCSb8cykYsqGjkkoMZxUN/bsMLm/WH0TESxlHU6Nb63orpLFzWByOkdGilQioaRvEwPh06Z/+APk6/vueMwhH3TRKybN04P1vfDj/o2wGHwiEVRZeDdni7oMIRViwbu3dcTzB6pTA0OgghhJCI8JUHj3k6nNDouNAoEvUSHkPWdQTrIaUkX49OjHNLhSOmlY24rpvxeePTYaNY4kGFQ05N7/LlMArHWC+43igcY+306NlTTugvFWevsWYwE62lTfIviLBmk6PL7w/WTbRLLKtgGAXEj5somHigNP5CxpejWScfM74gAxnjExKMcrE+HCHFz9zzXqDuSrZXVAEp5pNFSJ1Ao4MQQgiJCKUqjF5p8FFeGh0kSyhpWLZwR7fo0vbURD6BmAolQpKKh1E4mhy+HE3a10L6cliFIx5M9uXKvyGjVIzCMUp/5xZ9gnF98rEG9x6vJ3x9Xxl/m5T18tC+HBjQ2wV9N9KxJl0PRq8Y5WNMPKh0DOj2/phRPrTCoRWNtN7e+HbEM0FfEnv/G/8lOXGb4/kq5jvl2j4UxUJqBvp0FIbRK4QQQgipClQ6SGmUqHzkenxwRq0Y3w2bpyMWLJtE+nOpcBhFw6QtlxO3NTvycNgoFX2uRuFIaNs74cX1qTd2T6Me8EUPPm3yiXu5LQAgo0tfX+N+46Oh74V+fU3NPXJeJQDk7h1zTxmlI6UVkn5xL8p7NCb8k/yYUDrkLVRkIjdXHh1Sf1DpKAyNDkIIISQiGL1SmLKHV1577TXccsst6OzshOd5eOmll+y6dDqN73znO5g2bRrGjh2Lzs5O/PVf/zX+7d/+LXCMuXPnwvO8wHLnnXdW/GXIMOAh/wQOsl3XlZfrrXmeWVTeJSaWppgfXLzskrBLBgkvg5jnIza4Dh8x+Ih7CnFP2fZEYF8fCSi9eEjAQ1wvCS8eWOJejMsIL/Ka2AUxJBDLCmlA7prqa9zsZdBsr3/G1s09khi0bvBi76lYBolYxt57cjH3mLlnvZhe9D1tn4uYyi55ngvX81LSc0dqHuNIWslSLtV6L588eRJLly5FMplEMpnE0qVLcerUqbLOtWyj4+zZs5g+fTo2btwYWvfJJ59g3759ePDBB7Fv3z688MIL+Jd/+RcsWrQotO3y5ctx7NgxuzzxxBPlngqpZfL8wHqhxWGEQC/6RZBbsuvjMIufXcyLwBgfcr2pe9CLh7jnIQa58F/t/steI3Ptcou+pvoay3tEGqTmnjD3VFwv7ntPGxfiHpX3rjUShLEgjQqXkeE0PggpgWq9l5csWYL9+/dj69at2Lp1K/bv34+lS5eWda5lD68sWLAACxYsyLsumUxi27ZtgbYf/ehH+Mu//Et88MEHuOSSS2z7mDFj0N7eXtJnplIppFIpW+/r6yv3tAkhhJBhJ6tWVOLTkS3le66lpQUtLS1596nGe/ndd9/F1q1bsWfPHsycORMA8JOf/ASzZ8/GoUOHcPnll5f0/YY9eqW3txee5+HTn/50oH3z5s2YOHEirrzySqxZswanT592HmPDhg1Wzkkmk+jq6hrmsybVxPQeS98+2ws15BSP7FIqprdM6g+jfNQKRr0zULm4cDGOpJUsANDV1RV4723YsCGycxzKe/n1119HMpm0BgcAzJo1C8lkErt37y75s4fVkfT8+fP47ne/iyVLlqC1tdW233XXXZgyZQra29tx4MABrF27Fr/73e9C1phh7dq1WLVqla339fXR8CCEENKwHD16NPDedKkc5TLU93JPTw/a2tpCx2tra0NPT0/Jnz9sRkc6ncadd94J3/fx4x//OLBu+fLl9v/d3d2YOnUqrr76auzbtw9XXXVV6FiFZCVCCCGkVlCoLGWb2be1tTVgFERBpe9lL48yrJTK2+5iWIZX0uk0Fi9ejCNHjmDbtm1F/3BXXXUVEokEDh8+PBynQwghhFSFqIZXoqbS93J7ezuOHz8e2u6jjz7CpEmTSj6PyI0O88UOHz6M7du3Y8KECUX3OXjwINLpNDo6OqI+HUIIIeSCJor38uzZs9Hb24s333zTbvPGG2+gt7cXc+bMKflcyh5eOXPmDN577z1bP3LkCPbv34/x48ejs7MT/+W//Bfs27cP//t//29kMhk71jN+/Hg0Nzfjj3/8IzZv3owvfvGLmDhxIv7whz9g9erV+NznPoe/+qu/Kvd0CCGEkNohqvGVMqjGe/mKK67A/PnzsXz5chtKe++992LhwoUlR64AQzA6fvvb3+K6666zdePguWzZMqxfvx4///nPAQD/6T/9p8B+r776KubOnYvm5mb86le/wj/+4z/izJkz6Orqwpe+9CWsW7cOcT2pEiGEEFKXVDpEMoR9q/Ve3rx5Mx544AHMmzcPALBo0aK8uUEKUbbRMXfuXKgCKdMKrQOyYUA7d+4s92MJIYSQmmckprav1nt5/PjxeO6558o+v8FwlllCCCGEVAVO+EYIIYREBGeZLQyNDkIIISQqKk1H2+BGB4dXCCGEEFIVqHQQQgghETESjqT1BI0OQgghJCpGIE9HPcHhFUIIIYRUBSodhBBCSEQweqUwNDoIIYSQKGnwIZJK4PAKIYQQQqoClQ5CCCEkIji8UhgaHYQQQkhUMHqlIDQ6CCGEkMjw9FLJ/o0LfToIIYQQUhWodBBCCCFRweGVgtDoIIQQQqKCRkdBOLxCCCGEkKpApYMQQgiJCk5tXxAaHYQQQkhEcJbZwnB4hRBCCCFVgUoHIYQQEhV0JC0IjQ5CCCEkKujTURAOrxBCCCGkKlDpIIQQQiLCU9mlkv0bGRodhBBCSFTQp6MgNDoIIYSQqKBPR0Ho00EIIYSQqkClgxBCCIkKDq8UhEYHIYQQEhU0OgrC4RVCCCGEVAUqHYQQQkhUUOkoCI0OQgghJCoYvVIQDq8QQgghpCpQ6SCEEEIighlJC0OjgxBCCIkK+nQUpOzhlddeew233HILOjs74XkeXnrppcB6pRTWr1+Pzs5OjB49GnPnzsXBgwcD26RSKaxYsQITJ07E2LFjsWjRInz44YcVfRFCCCHkQqRa7+WTJ09i6dKlSCaTSCaTWLp0KU6dOlXWuZZtdJw9exbTp0/Hxo0b865/5JFH8Oijj2Ljxo1466230N7ejptuugmnT5+226xcuRIvvvgitmzZgl27duHMmTNYuHAhMplMuadDCCGEXNBU6728ZMkS7N+/H1u3bsXWrVuxf/9+LF26tKxzLXt4ZcGCBViwYEHedUop/PCHP8T3vvc93HbbbQCAp59+GpMmTcLPfvYzfOMb30Bvby82bdqEZ599FjfeeCMA4LnnnkNXVxe2b9+Om2++OXTcVCqFVCpl6319feWeNiGEEDLseKjQp0OX8j3X0tKClpaWvPtU47387rvvYuvWrdizZw9mzpwJAPjJT36C2bNn49ChQ7j88stL+n6RRq8cOXIEPT09mDdvnm1raWnBtddei927dwMA9u7di3Q6Hdims7MT3d3ddhvJhg0brJyTTCbR1dUV5WkTQggh0WBCZitZAHR1dQXeexs2bBjS6UT1Xn799deRTCatwQEAs2bNQjKZdL678xGpI2lPTw8AYNKkSYH2SZMm4f3337fbNDc346KLLgptY/aXrF27FqtWrbL1vr4+Gh6EEEIalqNHj6K1tdXWXSpHMaJ6L/f09KCtrS10/La2Nue7Ox/DEr3iecHkJkqpUJuk0DaFZCVCCCGkZogoeqW1tTVgdFRKFO/lfNuXcpzBRDq80t7eDgAhq+fEiRPWympvb0d/fz9Onjzp3IYQQgipS1QES4RE9V5ub2/H8ePHQ8f/6KOPynp3R2p0TJkyBe3t7di2bZtt6+/vx86dOzFnzhwAwIwZM5BIJALbHDt2DAcOHLDbEEIIIaRyonovz549G729vXjzzTftNm+88QZ6e3vLeneXPbxy5swZvPfee7Z+5MgR7N+/H+PHj8cll1yClStX4uGHH8bUqVMxdepUPPzwwxgzZgyWLFkCAEgmk7jnnnuwevVqTJgwAePHj8eaNWswbdo06zVLCCGE1CMjkZG0Gu/lK664AvPnz8fy5cvxxBNPAADuvfdeLFy4sOTIFWAIRsdvf/tbXHfddbZuHDyXLVuGp556Ct/+9rdx7tw5fOtb38LJkycxc+ZM/PKXv8S4cePsPo899hiampqwePFinDt3DjfccAOeeuopxOPxck+HEEIIqR1GICNptd7LmzdvxgMPPGCjXBYtWuTMDeLCU0rVXdLVvr4+JJNJzMWX0eQlRvp0IsXTF9iUaMrahV5zsy7199V12Hq2VM3Z7X1dqua4rmdH0jItpp51/MnYdlOHLnVd++/6CQTW+7K9RenjKv25Cmj29Tlnk8s06bK5eQAAMKo5DQAY29yfLRPZ8lNNukycBwC0NgXLZNMnAIBxsWz903Fdj5/LHsfrD6wf62U/b0wse26jvOx3HuNl/0ZNyP5NEh5nBahV0ip7DQeQvYfOq2z5iSn97P3ap5p1PVv2+aMAAKf90dkyY+rZ8oyu9w5k158dyN7Yp3V5Jm3K7PHO6fKT/uyNn0pn75mB/myZ6c/eS6o/e495qWwZ6/cCZTx7iyImyrgsU8pRz5axlK/bTZn9e3j9Gb0+revZvx/SukzpA6bT+nyzJQYGdD27XunEUKrOEzcOqDR24GX09vZG6pw5GPNe+uz3/z/ERo0a8nH88+fx5//ne8N6riMJf2UJIYSQqODcKwWh0UEIIYREBGeZLUyk0SuEEEIIIS6odBBCCCFRMSiV+ZD3b2BodBBCCCFRQZ+OgtDoIIQQQiKCPh2FoU8HIYQQQqoClQ5CCCEkKji8UhAaHYQQQkhUVDi80uhGB4dXCCGEEFIVqHQQQgghUcHhlYLQ6CCEEEKigkZHQTi8QgghhJCqQKWDEEIIiQjm6SgMlQ5CCCGEVAUaHYQQQgipChxeIYQQQqKCjqQFodFBCCGERAR9OgpDo4MQQgiJkgY3HCqBPh2EEEIIqQpUOgghhJCooE9HQWh0EEIIIRFBn47CcHiFEEIIIVWBSgchhBASFRxeKQiNDkIIISQiOLxSGA6vEEIIIaQqUOkghBBCooLDKwWh0UEIIYREBY2OgnB4hRBCCCFVgUoHIYQQEhF0JC0MjQ5CCCEkKji8UhAaHYQQQkhU0OgoCH06CCGEEFIVqHQQQgghEUGfjsLQ6CCEEEKigsMrBYl8eOWzn/0sPM8LLffddx8A4O677w6tmzVrVtSnQWoYpbKLwVcefOUV3c9s56sYfJW7dTOIZReVXVxkVHbJ1RUyqsGf8DrH1/8M5pr5yC62HR4yKH4PSYrdM6Ui72lCqkUU79xUKoUVK1Zg4sSJGDt2LBYtWoQPP/xwWM43cqXjrbfeQiaTsfUDBw7gpptuwu23327b5s+fjyeffNLWm5uboz4NQgghpOpUe3glinfuypUr8b/+1//Cli1bMGHCBKxevRoLFy7E3r17EY/Hh/ZFHERudHzmM58J1H/wgx/g0ksvxbXXXmvbWlpa0N7eHvVHk+HA9QCo/KV5YAb3/Aa3ZctsjzTjxwL1AV0f0D3PAT97s6dVtsxoYc70aG273t93rO/3sj3lBDK6PXsiCX1iA7rdfIe4R//qkSaj/EDdXCOjbhiFKq2vWe6aZ69dvxL3jgreE6Y0Cpuvgvube8/ci0YNyfjZ7cw9q3Td9RzIF4ir3ujj+BcUVR5eqfSd29vbi02bNuHZZ5/FjTfeCAB47rnn0NXVhe3bt+Pmm28u74SKMKy/rv39/Xjuuefw9a9/HZ6Xkz537NiBtrY2XHbZZVi+fDlOnDhR8DipVAp9fX2BhRBCCGlU5DsvlUoV3Wco79y9e/cinU5j3rx5tq2zsxPd3d3YvXt3tF8Kw+xI+tJLL+HUqVO4++67bduCBQtw++23Y/LkyThy5AgefPBBXH/99di7dy9aWlryHmfDhg146KGHhvNUSTFkj8zRYzM9wKzUof9reodayfB1L9YoH0bxGJBlqNepe6l+9rZNe7pU2dL0bs+rBICcspFQWuHQvgExGKXDD34Xfeo+B+dHnMF+HACQ1veMuYZpGKUjqFCYeyGNeKCe0veEXW/uIX3PpHRdKhzmXjT3qFPxUELxEApI6LkpdovxFqxfIlI6urq6As3r1q3D+vXrC+46lHduT08PmpubcdFFFwWONWnSJPT09FTwRfIzrEbHpk2bsGDBAnR2dtq2O+64w/6/u7sbV199NSZPnoxXXnkFt912W97jrF27FqtWrbL1vr6+0AUhhBBCRhoPGIJLc3B/ADh69ChaW1ttu6tTPpio3rkAoJQKqCVRMWxGx/vvv4/t27fjhRdeKLhdR0cHJk+ejMOHDzu3aWlpKekPTkYA23MbpHAAgO/BM709eIFVplfo+8Feo+lFSoXD9EJTGV1qhWNUTCgb/gAAoNnLKhvnkW2P615yXJ9szKw3fgP6NI2fQFz0ssnIkdHXzPhymGt2Xt9D5626JdQuPxGo96ugshFSOMx2ut6f0YqHVDr84L3r+0HfDlOGfDTMrVZE+aBvBzG0trYGjI5iDPWd297ejv7+fpw8eTKgdpw4cQJz5swZ2skXYNiMjieffBJtbW340pe+VHC7jz/+GEePHkVHR8dwnQopB9ePYDFHuTzr7SiFGcUQP8wDGS2Ja+/opkx2w35tTJiyWRsh1vjQRsYnvh4+0UZEs5c1Os7r9lhMGxvS6BAnZpwWm7VVTzfS2sGYfxlrdBhjI6bLJl0mRJn1zv/Ez3ZWUtoIMcbIOb9ZtwcN2n4/HijTttSGsDZGrLGRMca2GZszZbbwpBEinxNhjBQdjrElrZOaZYTydAz1nTtjxgwkEgls27YNixcvBgAcO3YMBw4cwCOPPDK0kynAsPy++r6PJ598EsuWLUNTU86uOXPmDNasWYPXX38df/7zn7Fjxw7ccsstmDhxIr7yla8Mx6kQQgghVcOEzFaylEsl79xkMol77rkHq1evxq9+9Su8/fbb+K//9b9i2rRpNpolSoZF6di+fTs++OADfP3rXw+0x+NxvPPOO3jmmWdw6tQpdHR04LrrrsPzzz+PcePGDcepkFKxPaf8PTM7sid6aKEem1E1FGyvz4YVGmlaKxx+PLux6TVmhJRte526F9qkD56ydT2sopWOmBd0FDV1qXSYXqivlZFRXjAck9QexmG0X/eTPvGlsmHUr6yycd6X7c2B0g7VaaXjfEYPx2glI22GV2yp781M/mEVaMXDM6VQPMy9L5+TnONp/napKBYLwSU1wAgoHZW+cx977DE0NTVh8eLFOHfuHG644QY89dRTkefoAIbJ6Jg3bx5UHvlv9OjR+Od//ufh+EhCCCHkgqTSd+6oUaPwox/9CD/60Y+G4/QCcO6VCw3rzRl0/PSUQ+FwjEErh8LhDRrLVn7OqXRwafw3jeIxENNlXPtu6F5oXPtknNeOo02xrCJxTvdiYxmjYGiFwwvW47bbqNGDiSaRlCwTdCCtWdJFfDhOZ0YDAM5qpUMqG59ksuW5jPHp0PsbhUOrauczJqTWqGxBxcMXap0JA1fO5yBYupTBYkriIC/s7PqQ4qEK1kmV4Z/fCY0OQgghJCI4y2xhaHQ0KKanYyU3x43sjj4JKiLSy97Vc8upGsqOb9ss4zHdS9TKhsk2nombyIBsadKQp2JG4dCKh+6VxvRJ5Hw3dJkxIa/BL2tCcc0kcRn9+RkvWMY9P+/+ZOSwapRVOvL7cEiF47Q/KlvPBNvPCcXjvC2FwjGQ35fDlDZqRfpyZIKqXq4925x7ToJ1ZxRL0VBbca9S4SA1Do0OQgghJCpGKGS2XqDR0WgU6em4ekzFelrSy1721EI+HhlAZ6K2493FfDvSXnaHWEwrFlq5MMnArKKhSxPNYn07dHvIl0NgJo4ziotJmW3SpRfbn1QPo3DItOYmOiXsw6HrWuE4o0vry+FQOFIDOk/HQFDxGJDRKplgSn/ry2HzdZi6Lh0KYbHoFU/6bpSaJ4eMOBxeKQzzIBFCCCGkKlDpaHRC3u+67gejVlxe9c6x5aLe+h6U6e0Z01aX1rfDE74dWuFI6/F0o2h4orS+HKJ7FxNdBDs5l41S0b1W6yeQLUfF0gBy6dPZa6wdzDUy184oHCYrralLHw6pcJwd0Pk7jMKhFQ1TpqxPh1ZWBoJRKxldN6qcy5cjl6cDuo5g3eHD4TkUj5ByIp5f5/Mtol0sPm/uYYfDKwWh0VGvFHMgs/JsUKaVDqIyZDYUQlvMuDA/hvFwuzU2zDCLNUL0ZxnjY8AzK7KFHUaJi3rh0uCbF1XcC9T9eNChtD8WTKtuk4wxdLZm8BGc3dU4kJq05jIkNucwmt/Y+GQgOKzSb0s9fKONC5sELOMFSohhFm/AYWS4jI9iRkiolMMsQePC/XzT2BgpOLxSGA6vEEIIIaQqUOmod2QPxtXTsbO/Zgvbg7LpmWXdtZ1uz+c4ipy64Xk5RcMqHEZMEcMsiJkwxOxBjYPngB1W0cMtCA6zSKyiYUuTbj0o0VvnRD2zqFE4EjotulROyMjhi+EVOXGbVDZcIbFS4bATvA0EFY6Q0jFg7k1dDgiFQ4bOFhlWkY7YLgfScHI+qWiI47gcyBlCW304vFIQGh2EEEJIVNDoKAiNjkbBFwqH6AGFQ/Ecac9dPhouX46gO0ZuPwXEjF+mLnMbI7CT0gc14/dmvVQ0XAqHwfSKbV0fyJbKpFs34ZdC6YhllQ4mBxt5Mghey7SemM1cMzNRm1U2fEdIrHEYFQpHKl3YlyMzEFQ6pOMoxMRuLl8Ot6KRLc0z4kwW5lJMpM+WVDzoljRi0KejMPTpIIQQQkhVoNLR6MgekEwmpP0ocgqFy8dD101PzogSBXw7jPBge4e2e6dPwaolQblEzBZuMcnDSmXApj8PRrOYycPS2nekRSscCZ+PQ60iFQ5Znnck/TJKR7/w4XArHDo01igc5mYcCJbOaBWhTMRk1ErJUSwqbx2+VDZMKXy2HIqnzWZGX4/hg8MrBeGvLCGEEBIRnlIVzfLb6DME0+ioN2R0iuy5hLzgVWB1TrEwCocjWsX03Ibq2xGzaTisj4YvfDpsNIvYzqzIlDn6p0T0ilQ6BsxkXvGssjEQzyYFM73lhEmrzjToI47xvzEYdWrAKB6ZoMIhp6ZPiaRfUtlwKxxBmU1pxUNGq3giiqWYomHWxxzRLGaywmJ5OkK+WSJJmHzuQ3k7OEEcGWFodBBCCCFRweGVgtDoqHccPRtVpF32lNwZSKUvh8O3I1++DqF+aNcJO0xufTnMVzGlyUyqu4EuxcMoG1bhQFDpMPk4BnRq61FG4bDt2d5tk+6GNlHpqDl8oVb1a1XKKBtGwQhPTZ9f4QhNVW8Uj3QwSiWkcAilw9zLTl8Nh+8GhK9HSOEwdafPR1CpDCkavlA+y1Q4lM97v1IYvVIYRq8QQgghpCpQ6agXSpxrJVSaHpFRKHSpYkGlw0axCOUipnt4Zojd6cMh/DRi3iBFQ5i2RuEwGUZ9oXgYhUQhv+KR+4pe3jKjlQ1bxoP1fj/7JZp1d7M5rudcERPKkZFHqldGuTBKR9ooGVbhCNalwuEXycNRTOHwrMIh83NkS+vb4VBCQr4fRaNXxHMcyqsj1ofydYh72VWnb0d0cHilIDQ66g0bOueLuigzQSMj5FAq/FBzIXn5h1mMDGxSl8thF+s0aiINB034Ztb5wU2ssZFL+iWMD401PvTJ++KHV0YDx/V38H3jQBo0PuwLSb8BjBHimkCOjBwytb00MkzdXGNjXFhHUT9oZJiJ2nLGRrA9ZGwMBI2NmKwXcRx1T/gmhlHKHFZxOZA6Q2VDyQM5jDJccHilMBxeIYQQQkhVoNJRL7h6JkWmtFeiZ+OJzFvWMdRO2Z1/mMUqGsZMteGtwSGSwcMtYcfR4L62t2jTlTsUD6FsGFs515nT5657taopo7+yGVbRwzP6RJri2bpJNpbQSodHpaPm8MXQmVE2MiYMOmMUjvzDKLYcEPdIkRBYOZziVDjs+mBdKhzOkFqHohETwyZuxcMonkEH0nCobH4HU6XE/qRyOLxSEBodhBBCSERweKUwNDpqHaFkmJ6JZ+eHlz0Z2S7GeG0pQmaFwuHy7QiF0EqH0sGOpiFFI3gK4XphxUMJxUOJ75rxg34rMa1oGN8OEyY5oNvjOlOT8Qfw6EhaM/ji2hvfDHstjYqVEe0Zh++GVfLExG1S2ShV4SixlNsbBUOGzMbk8Yv5cviu51r/J+MInTW4HEfpUFo5VDoKQp8OQgghhFQFKh31SrGQWVcUix379fKutz4fA7ou/DE8EXGSm9pbBdYHQmbFqZeqeCgbrSIVD/2ZZlza9Abjwe1tb1e3S+VjIGb8AfzAdyS1h7lm9tq6lI1MYWVDTk1vp5YPJf0qonA4fDmsgiF9PGR0iqlbH5D8IbLFfDlk6YxacYXGFgmZVTLElpREow+RVAKNDkIIISQqlKpsmKrBh7hodNQoud67aRA9Fle7KY1yYdUAM9brBdbDC/awbLIho1IMTmuOQT1DMXlbKJoFXmjsTvrHuxSP3FfyAqdqxZx4sC7HtY17C3ReDuvuYnrDNlFatj2jfTtiscZ+2OsZo3TY6BPTsTfKhgoqGCHfDTkFvVXodPtAsB6TUSgi2ZdL4Qj7dEgfDnl8oWAM5H8enb4cMh16KA26nBBS5PehwkGqDI0OQgghJCIYvVIYGh01RkjhKKpsmJShpsdnejLBnh/MFPahHg8C23le8Hi2x6bTilo/DRHtEgt5bqhBGUfNNsGPNIQUjiZHu+nN2l6czZeeLWzETXBcXMVtOEu2LlUe/d3Mn8pr9Ke+jlCOa2yvvct3Q+SX8eR9LpSPkLIhFQlHevNQdErRieCCvhpSAZEZgD3jb1TMlyMjfhdM9IojisXm59AoqYCQocPolYLQ6KgTzI+CF9cvTlforPmRsdZAUKZV5lctIy2B4I8hhGOodCy1RoZNcR7c3vMGh54ax1DxncxHiwZxSrl2+/tppHYzdKTrwu6yKdsz4sBi/hnb7pm/EUitYO8Bc82zVevwLEO7XUaGXO9K0jXEOVSksREbkMMqSmwnhjNF3TWsEpprxTnLbJHZZmWnhZAqQaODEEIIiQjPH2T0DnH/RoZGR61ieyqm221CAU2XTA41yNIxzGKVCKN4BA9vJsCCTZSlw0w9M/tm8DTDykdO3cg5iAZDWaWSER5G0e2ysyYcSJWd2E1/olEwhPIB4WtoFRCH0kFqECUUDKlwmEtXZHjFpWwUTe5VbNjFoXC4QmNjwnE0JpWPIunOQ8MqrmRgLgdSg+t3gwwdDq8UhMnBCCGEEFIVIjc61q9fD8/zAkt7e7tdr5TC+vXr0dnZidGjR2Pu3Lk4ePBg1KfReJjYb7n4eslksotpz/jZxazX7Z5e4PuA78PLqODi60XXzf7eQHaJZbJLqK6XWBrZJaMQG8j2CL1Mdsntm+35mfVmH7vdgFjSwcXsb5Z4f3aJpb3s0h9cvLReBrKL3U4vXr9ZYlxqdsleI3vdBrKLuaah9XYR94+5J+U96FjMPSm3z92rKrhksipH3udh8HOmnx/7vInFHC/8PCK7yOdZ/h6I594sSvlZf7BiuSSUT9VjiJjolUqWcojinZtKpbBixQpMnDgRY8eOxaJFi/Dhhx9G8ecIMSxKx5VXXoljx47Z5Z133rHrHnnkETz66KPYuHEj3nrrLbS3t+Omm27C6dOnh+NUCCGEkOrh6iCWs5RJpe/clStX4sUXX8SWLVuwa9cunDlzBgsXLkQmk8n3cRUxLD4dTU1NAUvLoJTCD3/4Q3zve9/DbbfdBgB4+umnMWnSJPzsZz/DN77xjeE4nbrGhtDayApXFIvLx8Pl26EdJIxfw4A+jvj8mJlG3pjfwqUEzsncPMAVvWLD9mS7LkK+G/rYJpxQOugbNxQ5550pM8LHwxP7iQRnjF6pHUK9PunD4ZyYMFia/WxyO0e0CsQ95vb1UHn3Nz4YsbTcTvh6yNBYEx2WEb4X1sejiC+H9dnQHxCKZskftcJQ2egZiTwdlbxze3t7sWnTJjz77LO48cYbAQDPPfccurq6sH37dtx8881D/zJ5GBal4/Dhw+js7MSUKVNw55134k9/+hMA4MiRI+jp6cG8efPsti0tLbj22muxe/du5/FSqRT6+voCCyGEENKoyHdeKpVyblvJO3fv3r1Ip9OBbTo7O9Hd3V3wvTxUIlc6Zs6ciWeeeQaXXXYZjh8/ju9///uYM2cODh48iJ6eHgDApEmTAvtMmjQJ77//vvOYGzZswEMPPRT1qdY3MorFU/nbZd4Oo5TYtNJmc1MXeTw80QPTdmqxRF8+BicMCyobuanpRVSLdLg3Fr8RZaTCIZQNG+ATD35lJZUMq3h4edeTGkTfC55QxaySIequaBW41qtgPZTW3G4vo1PM9sEoFafCMRBsd6c9F0nAXIqHVCpk/g35MLmmutcw/XkERBS90tXVFWhet24d1q9fH9q80nduT08PmpubcdFFF4W2MftHSeRGx4IFC+z/p02bhtmzZ+PSSy/F008/jVmzZgHIveAMSqlQ22DWrl2LVatW2XpfX1/oghBCCCEjTVTDK0ePHkVra6ttb2lpybv9cLxzS91mKAx7no6xY8di2rRpOHz4MG699VYAWcuqo6PDbnPixImQJTaYlpYW5x+8UQlP+CbydjjSGttMjTYtuunpmC5ZUAGxCodRQCAcJGxmx/zTsxVSPIL+HYDfpHt99tSD38U50Zv56g5fD+nDEc/kbw8rHbpOpaP2KaJ0OJUM13qhbLgUEum7IdOXWyXDMYGbS+GIGR8qs72pm+dyIFhCKh4yL4d5vqUCItOeywykxfJzMIJlxGhtbQ0YHaVS7ju3vb0d/f39OHnyZEDtOHHiBObMmVPZl8jDsOfpSKVSePfdd9HR0YEpU6agvb0d27Zts+v7+/uxc+fOYflyhBBCSFUZgeiVwZT7zp0xYwYSiURgm2PHjuHAgQPD8l6OXOlYs2YNbrnlFlxyySU4ceIEvv/976Ovrw/Lli2D53lYuXIlHn74YUydOhVTp07Fww8/jDFjxmDJkiVRn0p9Yp0sxEQixrHBzDdilAnr0yF8O1yhTp5oNxkbzcfrO0JmHs2dX4mKhwr7aFhfjpiJWjENwSgW0/vznXOq6DIu6iJ5q3IpG6IuFQ5Gr9QOIZm6XJ8OuZ1LCXFFlYTWC2UjNIGb9NUIbmcVDrudUDjk3CrFolXMc+6a2M2sF74azqgVZaJa6NsxVKodvVLpOzeZTOKee+7B6tWrMWHCBIwfPx5r1qzBtGnTbDRLlERudHz44Yf42te+hn//93/HZz7zGcyaNQt79uzB5MmTAQDf/va3ce7cOXzrW9/CyZMnMXPmTPzyl7/EuHHjoj6VhiI83JLfMSwUQutyLDWIMbuixoe5YwaEmWGGRPyY3d98kpTEc3PUieEVO4wSnC3WbC+NEDiGUZzDKq7QWBoZ9YNrmKVUI8RpfIjhkJBREhxmCRslKm8ZNkKKGBt22CVobHgDYvjEZWzY9TL0VoTSimEVGhn1SxTv3MceewxNTU1YvHgxzp07hxtuuAFPPfUU4vG462OHjKdUhVrOCNDX14dkMom5+DKavMRIn87wYOY6MT4Ypm5uAjN/iKnbUm4XC663dV02NeVtV02xQLup29K2G0NAl/Fcu6+NB+jSt8qE2db4eph2BNql8eCLdhQxNmh0NCAXmtFhfTuE0TGgewMu5UNvb5UOYXTIdmt0SCOkQXw6BlQaO/Ayent7h+QnUQrmvTR7/v+LpsSoIR9nIH0er2/9/w3ruY4knPCtVrEPvzEigu1muMVOeS+GWZSWAYq+T11TGloFxPzoifWx4H/MaJA/aNhFDq/YkNemYHto2MUoHMLIkMpHrsxvpEjjgsMq9UupwyzO4RQxdFcsmVjOOMi/X8joCBkVoi6MC+kwahUNaWxIx9CMKKWxYZJ+Oaa257DK8DMSycHqCU74RgghhJCqQKWjXpDKhzGH5bzw1oHUZMgS+nNoyuv8Dqemh6fMcaTiERfmeNxMW6+HV5Q/KM15cAjGdKaMemOjc83wi+mkGUVYOoyGlI2gApJzGHUk/2K687pHDq+EFY/8ikZ42KWww6hzO6lkhIZZZEhsUMkoWeEYEL4bMs156HmWpfndkMpHEWWjQYZVRgQz2V4l+zcwNDoIIYSQqFBAFBlJGxUaHfWKy7dDJAWz0SxDnCzQKhsqF5UCIJdETIaQ2PPzws4UprCdLaPWiGRg0mfDhsoaB1SpbAjlwyoaStTl+vD3JXVC2Q6lKrg+41jvVEAc60OKR9CRFNJxVEalWIdOoXiEfDek4pE/isXlOBqeW4AMFx4q9OmI7ExqE/p0EEIIIaQqUOmodaQvR6ywb0comsUcxrp4mHwdQ5M+bB6PuOk5mhDa4HrEPdtoem82GsUP+niE0puL5F8yqZf19bA+Gyq4nTmeVTSEb4f8MqT+CCkdStT1+pBPh1A8hHJh93MpGy4lIzRhW1DhCKUxl74d5uZ3+XAUUzhKjVZxhMQ2WojsiFJpVtH6y2JRFjQ6CCGEkIhgyGxhaHTUO3YiJ5PcS0wIJzKS2vwdJlmYnACqRDwV9KPwTO6NgUHrzeBdXDhTiLono1zMuWaM74ZJhBY8jIlaCfl0GBHHqj35fTtIA1BE8XApHFLRcPp2qKCCUUzZCPtmiLpr4rZQJtEiCoecyE1sVzRahXk5yAhBo4MQQgiJCkavFIRGR73izFgaHMu10Swif0fJGUvF59l06sZfw6w2CofJ36FiuVweVg4xc6pInw4zT4xe78n1+kOE8hGKUjHHsV9KKhyUOBoOqWDY9mwRUjKciohRMoL1nK+HQ9kIKSH5fTec0SnS56JUhUPOvWIUDhm14khzHoK+HJHhKWUVsqHu38jQ6KgXQg6lMoe3+XHS9bgjlDYTDHE1t7f9EZVJv2wOcxHoJH90Rbyr8pQ1LmwsrDAuzDGtEWKMAmGMyOESY3TkZpPV9YHCRoZq9MHSC5iiDqVKGBV22EHsJ4ZX7HCKfYmLujQyXO3SiJDJ/JwTtzkcRosZG2bKAMfwCR1HyUhBo4MQQgiJCh+5KbaHun8DQ6OjTrFT3csQWqMCmJ6PJxQNo1gIB1IbUmuTJjkUDtNuuoJm6CQejHv1vFzIrA2vFQqH7Y7KYRUztX1GKBvCYTSkfBisn6pjOIXZaeofxw+zU8EIDb8UUTTksEmxdjtMos+j3GEUqXyooEJSrsIRUjAYGls1OLxSGP78EkIIIaQqUOmoN0wPxSgYDsXDYNpttnKrVGg1QR7eTgwn1pv9jKJhVASZZjmm18e8Qb1CEyqb8/cAAE/6eHj561YBMfW4qIeSfglfDprWDY8nO+5S8TDbhdKCO9rl+lAIqkvxkD4ZZj9ZlwpJfkUkrGSUpnAwNHYEYfRKQWh0EEIIIVHBjKQFodFRrxRRPJztRgmxibR06KxQQEKhtV5wIjnrlxGT7ab0gqoHkPPot34lwlfD+HJI5UOWxl1FtmukL4etUfFoPIr5dhikgiH2dyodLkVEKhaydPhmONfLUFg///FCSb/KVTjoyzHsMCNpYfgzTAghhJCqQKWj3immeNjNghPGlZ3PQ/p62Gnp9fGk4uF7QdUDGKRYxILtJl+H8f2Q0SrGd0NErYScORx+KuQCxCVRuxQQl+IhFQfneqlkOJQQVz4NFfTlCCUDo8JRP3B4pSA0OgghhJCI8Pw8js1l7t/I0OhoFByKh8EZ3QKRz0NGt0hfj3KUj8Gqx+BjmKeqmAIioldCyobcnxCJq9cYUgIcPh/FFI2iSogjKkUqG3J7KhykQaHR0WjIH5mhDrtEYYRYp1ZhHDgcSUMmvssokesJKZdiL2eXUSHXO4yFosMnlRoZ4rxpbNQQHF4pCI0OQgghJCqYp6MgNDoaHZVf2TDYYRehcJSqfBiHN+uAalOTxwYpG2aYxAyfSDXGoYSIid5C27vqhLgo1ot0Dq84lBCpSNjVQ1Q2DEWGUeznUOEgdQaNDkIIISQiOPdKYWh0XGhErHzYaejtBHODfD+k3weEj4dBKiHmQ0ITuVHhIBFTamitS8mQ60P7DU3ZsJ9DhaP+oE9HQZgcjBBCCCFVgUrHhU6pobZS4TDp0ZWMLDHe+srt92EPHkxrroRfiFVVJIxaIcONK6TWrnf4eJiqa30RhaLk6BTH/qQGUHCm5y95/waGRgchhBASEfTpKAyNDpKlSH6PXLPomVkFxOQBGaRSiLwayvUwFVNECKkRQgqGXVHYB2SoPhn03ahDFCr06YjsTGoS/roTQgghpCpQ6SD5KVH5yK3O5/sRdMqw/h8uzGdk2JsjNU4RxWHISkaZn0NqEEavFIRGByGEEBIVPiqb6rrB7UwaHaQ0ivXsHNEt2SYvuI2TohsQUpcw+oSQLJH7dGzYsAGf//znMW7cOLS1teHWW2/FoUOHAtvcfffd8DwvsMyaNSvqUyEjgfJDi/IVFy4X5pLJZBPn5XkuQIOjITHRK5Us5RDVOzeVSmHFihWYOHEixo4di0WLFuHDDz+s+O8hidzo2LlzJ+677z7s2bMH27Ztw8DAAObNm4ezZ88Gtps/fz6OHTtml1/84hdRnwohhBBSXYxPRyVLGUT1zl25ciVefPFFbNmyBbt27cKZM2ewcOFCZDLRKtCRD69s3bo1UH/yySfR1taGvXv34pprrrHtLS0taG9vj/rjSS3CHh0hhAwLUbxze3t7sWnTJjz77LO48cYbAQDPPfccurq6sH37dtx8882Rne+wh8z29vYCAMaPHx9o37FjB9ra2nDZZZdh+fLlOHHihPMYqVQKfX19gYUQQgipOSJSOuQ7L5VKlfTxQ3nn7t27F+l0GvPmzbNtnZ2d6O7uxu7duyv9iwQYVqNDKYVVq1bhC1/4Arq7u237ggULsHnzZvz617/GP/zDP+Ctt97C9ddf7/yjbtiwAclk0i5dXV3DedqEEELI0IjI6Ojq6gq89zZs2FDCRw/tndvT04Pm5mZcdNFFgeNNmjQJPT09Ef5xhjl65f7778fvf/977Nq1K9B+xx132P93d3fj6quvxuTJk/HKK6/gtttuCx1n7dq1WLVqla339fXR8CCEENKwHD16FK2trbbe0tJSdJ+o3rkGpRS8iGfzHjajY8WKFfj5z3+O1157DRdffHHBbTs6OjB58mQcPnw47/qWlpaS/uCEEELIiBJRno7W1taA0VGMSt657e3t6O/vx8mTJwNqx4kTJzBnzpzyv0MBIh9eUUrh/vvvxwsvvIBf//rXmDJlStF9Pv74Yxw9ehQdHR1Rnw4hhBBSNaodMhvFO3fGjBlIJBLYtm2b3ebYsWM4cOBA5EZH5ErHfffdh5/97Gd4+eWXMW7cODselEwmMXr0aJw5cwbr16/HV7/6VXR0dODPf/4z/u7v/g4TJ07EV77ylahPhxBCCKkeVU6DHsU7N5lM4p577sHq1asxYcIEjB8/HmvWrMG0adNsNEtURG50PP744wCAuXPnBtqffPJJ3H333YjH43jnnXfwzDPP4NSpU+jo6MB1112H559/HuPGjYv6dAghhJCGJap37mOPPYampiYsXrwY586dww033ICnnnoK8Xg80vP1lHO+8dqlr68PyWQSc/FlNHmJkT4dQgghNcyASmMHXkZvb29ZfhLlYN5LN166Ek3xofsgDmRS2P7HHw7ruY4knHuFEEIIiQrOMluQYU8ORgghhBACUOkghBBCIqRCpQONrXTQ6CCEEEKigsMrBeHwCiGEEEKqApUOQgghJCp8hYqGSPzGVjpodBBCCCFRofzsUsn+DQyHVwghhBBSFah0EEIIIVFBR9KC0OgghBBCooI+HQWh0UEIIYREBZWOgtCngxBCCCFVgUoHIYQQEhUKFSodkZ1JTUKjgxBCCIkKDq8UhMMrhBBCCKkKVDoIIYSQqPB9ABUk+PIbOzkYjQ5CCCEkKji8UhAOrxBCCCGkKlDpIIQQQqKCSkdBaHQQQgghUcGMpAXh8AohhBBCqgKVDkIIISQilPKhKpievpJ96wEaHYQQQkhUKFXZEAl9OgghhBBSEqpCn44GNzro00EIIYSQqkClgxBCCIkK3we8Cvwy6NNBCCGEkJLg8EpBOLxCCCGEkKpApYMQQgiJCOX7UBUMrzBklhBCCCGlweGVgnB4hRBCCCFVgUoHIYQQEhW+AjwqHS5odBBCCCFRoRSASkJmG9vo4PAKIYQQQqoClQ5CCCEkIpSvoCoYXlENrnTQ6CCEEEKiQvmobHilsUNmR3R45cc//jGmTJmCUaNGYcaMGfjNb34zkqdDCCGEVITyVcXLUKiX9+mIGR3PP/88Vq5cie9973t4++238Z//83/GggUL8MEHH4zUKRFCCCF1Rz29Tz01QgNIM2fOxFVXXYXHH3/ctl1xxRW49dZbsWHDhsC2qVQKqVTK1nt7e3HJJZfgC/gimpCo2jkTQgipPwaQxi78AqdOnUIymRyWz+jr60Mymaz4vWTO9ejRo2htbbXtLS0taGlpybtPOe/TEUeNAKlUSsXjcfXCCy8E2h944AF1zTXXhLZft26dSfHGhQsXLly4DGn54x//OGzvtXPnzqn29vZIzvNTn/pUqG3dunV5P7fc9+lIMyKOpP/+7/+OTCaDSZMmBdonTZqEnp6e0PZr167FqlWrbP3UqVOYPHkyPvjgg2GzWqtBX18furq6QhZtvdEI36MRvgPQGN+jEb4DwO9RSxh1fPz48cP2GaNGjcKRI0fQ399f8bGUUvA8L9DmUjnKfZ+ONCMavSL/qPn+0IBbVkomk3X7EAymtbWV36NGaITvADTG92iE7wDwe9QSsdjwujGOGjUKo0aNGtbPcFHq+3SkGRFH0okTJyIej4essBMnToSsNUIIIYTkp97epyNidDQ3N2PGjBnYtm1boH3btm2YM2fOSJwSIYQQUnfU2/t0xIZXVq1ahaVLl+Lqq6/G7Nmz8T/+x//ABx98gG9+85tF921pacG6deucY1z1Ar9H7dAI3wFojO/RCN8B4PeoJRrhOxSikvdptRmxkFkgm8zkkUcewbFjx9Dd3Y3HHnsM11xzzUidDiGEEFKX1Mv7dESNDkIIIYRcOHCWWUIIIYRUBRodhBBCCKkKNDoIIYQQUhVodBBCCCGkKtSl0VEvU/gCwIYNG/D5z38e48aNQ1tbG2699VYcOnQosM3dd98Nz/MCy6xZs0bojPOzfv360Dm2t7fb9UoprF+/Hp2dnRg9ejTmzp2LgwcPjuAZh/nsZz8b+g6e5+G+++4DULvX4bXXXsMtt9yCzs5OeJ6Hl156KbC+lL99KpXCihUrMHHiRIwdOxaLFi3Chx9+WMVvUfh7pNNpfOc738G0adMwduxYdHZ24q//+q/xb//2b4FjzJ07N3SN7rzzzpr4DkBp91CtXwsAeZ8Tz/Pw93//93abkb4Wpfy21suzcSFRd0ZHPU3hCwA7d+7Efffdhz179mDbtm0YGBjAvHnzcPbs2cB28+fPx7Fjx+zyi1/8YoTO2M2VV14ZOMd33nnHrnvkkUfw6KOPYuPGjXjrrbfQ3t6Om266CadPnx7BMw7y1ltvBc7fJNO5/fbb7Ta1eB3Onj2L6dOnY+PGjXnXl/K3X7lyJV588UVs2bIFu3btwpkzZ7Bw4UJkMplqfY2C3+OTTz7Bvn378OCDD2Lfvn144YUX8C//8i9YtGhRaNvly5cHrtETTzxRjdMHUPxaAMXvoVq/FgAC53/s2DH89Kc/hed5+OpXvxrYbiSvRSm/rfXybFxQjNRMc0PlL//yL9U3v/nNQNtf/MVfqO9+97sjdEblceLECQVA7dy507YtW7ZMffnLXx65kyqBdevWqenTp+dd5/u+am9vVz/4wQ9s2/nz51UymVT/9E//VKUzLJ+//du/VZdeeqnyfV8pVR/XAYB68cUXbb2Uv/2pU6dUIpFQW7Zssdv867/+q4rFYmrr1q1VO/fByO+RjzfffFMBUO+//75tu/baa9Xf/u3fDu/JlUi+71DsHqrXa/HlL39ZXX/99YG2WroWSoV/W+v12Wh06krp6O/vx969ezFv3rxA+7x587B79+4ROqvy6O3tBYDQbIc7duxAW1sbLrvsMixfvhwnTpwYidMryOHDh9HZ2YkpU6bgzjvvxJ/+9CcAwJEjR9DT0xO4Li0tLbj22mtr9rr09/fjueeew9e//vXApEj1cB0GU8rffu/evUin04FtOjs70d3dXbPXB8g+K57n4dOf/nSgffPmzZg4cSKuvPJKrFmzpqbUNKDwPVSP1+L48eN45ZVXcM8994TW1dK1kL+tjfxs1DMjOstsudTbFL4SpRRWrVqFL3zhC+ju7rbtCxYswO23347JkyfjyJEjePDBB3H99ddj7969NZO2d+bMmXjmmWdw2WWX4fjx4/j+97+POXPm4ODBg/Zvn++6vP/++yNxukV56aWXcOrUKdx99922rR6ug6SUv31PTw+am5tx0UUXhbap1efm/Pnz+O53v4slS5YEZja96667MGXKFLS3t+PAgQNYu3Ytfve734XmnRgpit1D9Xgtnn76aYwbNw633XZboL2WrkW+39ZGfTbqnboyOgz1MoWv5P7778fvf/977Nq1K9B+xx132P93d3fj6quvxuTJk/HKK6+EHvSRYsGCBfb/06ZNw+zZs3HppZfi6aefto5y9XRdNm3ahAULFqCzs9O21cN1cDGUv32tXp90Oo0777wTvu/jxz/+cWDd8uXL7f+7u7sxdepUXH311di3bx+uuuqqap9qiKHeQ7V6LQDgpz/9Ke66667QlO21dC1cv61AYz0bjUBdDa/U2xS+g1mxYgV+/vOf49VXX8XFF19ccNuOjg5MnjwZhw8frtLZlc/YsWMxbdo0HD582Eax1Mt1ef/997F9+3b8t//23wpuVw/XoZS/fXt7O/r7+3Hy5EnnNrVCOp3G4sWLceTIEWzbti2gcuTjqquuQiKRqNlrJO+heroWAPCb3/wGhw4dKvqsACN3LVy/rY32bDQKdWV01NsUvkDWYr7//vvxwgsv4Ne//jWmTJlSdJ+PP/4YR48eRUdHRxXOcGikUim8++676OjosBLr4OvS39+PnTt31uR1efLJJ9HW1oYvfelLBberh+tQyt9+xowZSCQSgW2OHTuGAwcO1NT1MQbH4cOHsX37dkyYMKHoPgcPHkQ6na7ZayTvoXq5FoZNmzZhxowZmD59etFtq30tiv22NtKz0VCMkAPrkNmyZYtKJBJq06ZN6g9/+INauXKlGjt2rPrzn/880qeWl7/5m79RyWRS7dixQx07dswun3zyiVJKqdOnT6vVq1er3bt3qyNHjqhXX31VzZ49W/2H//AfVF9f3wiffY7Vq1erHTt2qD/96U9qz549auHChWrcuHH27/6DH/xAJZNJ9cILL6h33nlHfe1rX1MdHR019R2UUiqTyahLLrlEfec73wm01/J1OH36tHr77bfV22+/rQCoRx99VL399ts2qqOUv/03v/lNdfHFF6vt27erffv2qeuvv15Nnz5dDQwM1MT3SKfTatGiReriiy9W+/fvDzwrqVRKKaXUe++9px566CH11ltvqSNHjqhXXnlF/cVf/IX63Oc+V7XvUeg7lHoP1fq1MPT29qoxY8aoxx9/PLR/LVyLYr+tStXPs3EhUXdGh1JK/ff//t/V5MmTVXNzs7rqqqsC4ae1BoC8y5NPPqmUUuqTTz5R8+bNU5/5zGdUIpFQl1xyiVq2bJn64IMPRvbEBXfccYfq6OhQiURCdXZ2qttuu00dPHjQrvd9X61bt061t7erlpYWdc0116h33nlnBM84P//8z/+sAKhDhw4F2mv5Orz66qt576Fly5YppUr72587d07df//9avz48Wr06NFq4cKFVf9uhb7HkSNHnM/Kq6++qpRS6oMPPlDXXHONGj9+vGpublaXXnqpeuCBB9THH39cE9+h1Huo1q+F4YknnlCjR49Wp06dCu1fC9ei2G+rUvXzbFxIcGp7QgghhFSFuvLpIIQQQkj9QqODEEIIIVWBRgchhBBCqgKNDkIIIYRUBRodhBBCCKkKNDoIIYQQUhVodBBCCCGkKtDoIIQQQkhVoNFBCCGEkKpAo4MQQgghVYFGByGEEEKqwv8fV8Saz5IHmsQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"here is a heat map of the number of city pixels by each district's lower-left corner pixel\")\n",
    "print(\"remember that there are\",districtL*districtL,\"pixels per district, city size frac=\",cityFrac)\n",
    "heatMap=plt.pcolormesh(nCityPixels)\n",
    "plt.colorbar(heatMap)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "591eafa1-44bb-4820-95f3-c412cd545650",
   "metadata": {},
   "outputs": [],
   "source": [
    "#only run/uncomment this first through -- otherwise we don't want to reinitialize w each cityFrac\n",
    "#redBkgList = list()  #these next few rows save output as rows for an eventual write to csv\n",
    "#cityBlueList = list()\n",
    "#DemSeatList = list()\n",
    "#cityFracList = list()\n",
    "#minGOPleanList = list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "5c6cedd7-fb33-4bfe-8619-3a482bd35cd3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           working on redBkg, cityBlue,cityFrac= 0.55 0.2 0.2 . minGOPlean = 0.48\n",
      "for redBkg, cityBlue = 0.55 0.2 neutral-expected Dem seats = 0.624\n",
      "                           working on redBkg, cityBlue,cityFrac= 0.55 0.25 0.2 . minGOPlean = 0.49\n",
      "for redBkg, cityBlue = 0.55 0.25 neutral-expected Dem seats = 0.488\n",
      "                           working on redBkg, cityBlue,cityFrac= 0.55 0.3 0.2 . minGOPlean = 0.5\n",
      "for redBkg, cityBlue = 0.55 0.3 neutral-expected Dem seats = 0.0\n",
      "                           working on redBkg, cityBlue,cityFrac= 0.6 0.2 0.2 . minGOPlean = 0.52\n",
      "for redBkg, cityBlue = 0.6 0.2 neutral-expected Dem seats = 0.0\n",
      "                           working on redBkg, cityBlue,cityFrac= 0.6 0.25 0.2 . minGOPlean = 0.53\n",
      "for redBkg, cityBlue = 0.6 0.25 neutral-expected Dem seats = 0.0\n",
      "                           working on redBkg, cityBlue,cityFrac= 0.6 0.3 0.2 . minGOPlean = 0.54\n",
      "for redBkg, cityBlue = 0.6 0.3 neutral-expected Dem seats = 0.0\n",
      "                           working on redBkg, cityBlue,cityFrac= 0.65 0.2 0.2 . minGOPlean = 0.56\n",
      "for redBkg, cityBlue = 0.65 0.2 neutral-expected Dem seats = 0.0\n",
      "                           working on redBkg, cityBlue,cityFrac= 0.65 0.25 0.2 . minGOPlean = 0.57\n",
      "for redBkg, cityBlue = 0.65 0.25 neutral-expected Dem seats = 0.0\n",
      "                           working on redBkg, cityBlue,cityFrac= 0.65 0.3 0.2 . minGOPlean = 0.58\n",
      "for redBkg, cityBlue = 0.65 0.3 neutral-expected Dem seats = 0.0\n"
     ]
    }
   ],
   "source": [
    "redBkg = [0.55, 0.60, 0.65]\n",
    "cityBlue = [0.2, 0.25, 0.3]\n",
    "nRedBkgs = len(redBkg)\n",
    "nCityBlues = len(cityBlue)\n",
    "expectedDemSeats = [[0.]*nCityBlues for r in range(nRedBkgs)]\n",
    "\n",
    "nDistrictPixels = districtL * districtL\n",
    "for i,r in enumerate(redBkg):\n",
    "    for j,c in enumerate(cityBlue):\n",
    "        nMaxBlue = np.max(nCityPixels)  #maximum number of city pixels in any drawn district for this city size\n",
    "        minGOPlean = ((nDistrictPixels - nMaxBlue)*r + nMaxBlue * c)/nDistrictPixels  #min district GOP lean (includes whole city)\n",
    "        minGOPleanList.append(minGOPlean)\n",
    "        print(\"                           working on redBkg, cityBlue,cityFrac=\",r,c,cityFrac,\". minGOPlean =\",minGOPlean)\n",
    "        nDemDistricts = 0\n",
    "        for x in range(districtL):\n",
    "            for y in range(districtL):\n",
    "                yOffset = int(random.randint(districtL) - districtL/2) #our 4-district set may be offset from square grid\n",
    "                xShift = [0,0,districtL,districtL]\n",
    "                yShift = [0,districtL,yOffset,yOffset+districtL]\n",
    "                for k in range(4):\n",
    "                    xx = x + xShift[k]\n",
    "                    yy = max(0, min(maxY-1, y+yShift[i]) )  #if yy is too high or low, it won't be a blue district anyway\n",
    "                    nBlue = nCityPixels[xx][yy]\n",
    "                    nRed = nDistrictPixels - nBlue\n",
    "                    lean = (nBlue*c + nRed*r)/float(nBlue+nRed)\n",
    "                    if lean < 0.5:\n",
    "                        nDemDistricts +=1\n",
    "        expectedDemSeats[i][j] = nDemDistricts/ int(nDistrictPixels)  #total seats expected (<= 1 for small city, 2 for big)\n",
    "        print(\"for redBkg, cityBlue =\",r,c,\"neutral-expected Dem seats =\",round(expectedDemSeats[i][j],3) )\n",
    "        redBkgList.append(r)\n",
    "        cityBlueList.append(c)\n",
    "        cityFracList.append(cityFrac)\n",
    "        DemSeatList.append(expectedDemSeats[i][j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9f17b4cd-394f-4a11-b6ed-292151f3ebbc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.55, 0.55, 0.55, 0.6, 0.6, 0.6, 0.65, 0.65, 0.65, 0.55, 0.55, 0.55, 0.6, 0.6, 0.6, 0.65, 0.65, 0.65]\n",
      "[0.2, 0.25, 0.3, 0.2, 0.25, 0.3, 0.2, 0.25, 0.3, 0.2, 0.25, 0.3, 0.2, 0.25, 0.3, 0.2, 0.25, 0.3]\n",
      "[0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.3, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4]\n",
      "[0.9128, 0.7784, 0.6198, 0.4216, 0.2544, 0.0, 0.0, 0.0, 0.0, 1.1452, 1.0142, 0.84, 0.652, 0.5142, 0.3404, 0.3126, 0.1932, 0.0]\n",
      "[0.445, 0.46, 0.475, 0.48, 0.495, 0.51, 0.515, 0.53, 0.545, 0.41, 0.43, 0.45, 0.44, 0.46, 0.48, 0.47, 0.49, 0.51]\n"
     ]
    }
   ],
   "source": [
    "print(redBkgList)\n",
    "print(cityBlueList)\n",
    "print(cityFracList)\n",
    "print(DemSeatList)\n",
    "print(minGOPleanList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "dafa0f53-1bff-4840-a7de-eee89b951d50",
   "metadata": {},
   "outputs": [],
   "source": [
    "#add more here to compare and plot.  Note that no-split should force 1 Dem district\n",
    "# ... across most of this parameter space\n",
    "districtLarray = [districtL]*len(redBkgList)\n",
    "df = pd.DataFrame( {\"redBkg\": redBkgList,\"cityBlue\":cityBlueList,\"citySize\":cityFracList,\n",
    "                    \"DemSeats\":DemSeatList,\"minGOPlean\":minGOPleanList,\"districtL\":districtLarray} ) \n",
    "\n",
    "outname = \"GudginSplotch07Feb.csv\"\n",
    "outpath = \"state_HD_output/\"+outname\n",
    "df.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e97e677c-3bd1-45e9-bc57-4c667e6a4068",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d24ace56-edd1-480e-9d05-ea5991b45c53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "version 2 - Jun 2025.  Here, we create one central splotch, then vary district length\n",
      "We also apply multiple fractional seat models vs. a clean blue or red win\n",
      "first, create the splotch\n",
      "I need 457.0 additional city pixels to make a total of  1250 urban pixels\n",
      "I will now create city pixels adjacent to random boundary pixels\n",
      "I added point at 86 92 . We now only need 450.0 more city pixels\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I added point at 84 108 . We now only need 300.0 more city pixels\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I added point at 118 91 . We now only need 150.0 more city pixels\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAGgCAYAAACABpytAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACtdklEQVR4nOzdd3xUZfb48c/0SSa9d5LQS+iICKIoilhRULF3Xde2rq775ee66rprXXdX17a6qyBWLKBiwYJIb6FDKIH0nkzaTDL9/v4YmBBmUCIkk4Tzfr3y4maem8uZGHMPzz3PeVSKoigIIYQQQnQj6mAHIIQQQghxJElQhBBCCNHtSIIihBBCiG5HEhQhhBBCdDuSoAghhBCi25EERQghhBDdjiQoQgghhOh2JEERQgghRLcjCYoQQgghuh1JUIQQQgjR7XQ4QVm+fDkXXXQRKSkpqFQqFi1a5BtzOp388Y9/JCcnB5PJREpKCtdffz3l5eXtrmE2m7nmmmuIiIggKiqKW265BYvFctxvRgghhBC9g7ajX2C1WhkxYgQ333wzl112WbuxlpYWNm3axCOPPMKIESOor6/nvvvu4+KLL2bjxo2+86655hoqKir47rvvcDqd3HTTTdx+++289957xxSDx+OhvLyc8PBwVCpVR9+CEEIIIYJAURSam5tJSUlBrf6FORLlOADKwoULf/ac9evXK4BSVFSkKIqi7Nq1SwGUDRs2+M75+uuvFZVKpZSVlR3T31tSUqIA8iEf8iEf8iEf8tEDP0pKSn7xXt/hGZSOamxsRKVSERUVBcCaNWuIiopi7NixvnOmTp2KWq1m3bp1XHrppX7XsNvt2O123+fKwQ2YS0pKiIiI6Nw3IIQQQogToqmpifT0dMLDw3/x3E5NUGw2G3/84x+56qqrfIlEZWUlCQkJ7YPQaomJiaGysjLgdZ566ikef/xxv9cjIiIkQRFCCCF6mGMpz+i0VTxOp5MrrrgCRVF49dVXj+tac+bMobGx0fdRUlJygqIUQgghRHfUKTMoh5KToqIili5d2m6WIykpierq6nbnu1wuzGYzSUlJAa9nMBgwGAydEaoQQgghuqETPoNyKDnZt28f33//PbGxse3GJ0yYQENDA7m5ub7Xli5disfjYfz48Sc6HCGEEEL0QB2eQbFYLOTn5/s+LygoYMuWLcTExJCcnMysWbPYtGkTixcvxu12++pKYmJi0Ov1DB48mPPOO4/bbruN1157DafTyd13383s2bNJSUk5ce9MCCGEED2WSjm0JOYYLVu2jClTpvi9fsMNN/DYY4+RlZUV8Ot+/PFHzjzzTMDbqO3uu+/miy++QK1WM3PmTF588UXCwsKOKYampiYiIyNpbGyUIlkhhBCih+jI/bvDCUp3IAmKEEII0fN05P4te/EIIYQQotuRBEUIIYQQ3Y4kKEIIIYTodiRBEUIIIUS3IwmKEEIIIbodSVCEEEII0e10+m7GQvRGDoeD/Px8KioqcDqdREZG0rdvX7+NMH+VhhLY9y3UF4BKA/GDYMA0CI05vusqCpSsg6JVYK0FYxSkjYWsM0Dj/6ug3FLOitIVlDSXoFFr6BfVj8lpk4k0RPqd63a3UFu3DEvzLjweBwZjMrExp2My9QsQhsLGonrWF5ipsziIDNExuk8UE7Jj0Wq67t9MikehYn8j5fkN2JqdGExakrIjSR0YjVr9yxuZCSE6lyQoQnTQ1q1b+eabb2htbfUbGzBgABdffPExNx1sx9ECS/4fbJoHiqf9mDYEJj8Ik34P6l9xE6/Og4W/gYot/mPRWXDJy5A5EYBWVyvPrH+GT/d9ikL7NklGjZE7RtzBzcNuRq3yxlFe8TH79j2Jy9XY7tx9QHzcOQwa9CR6vTe52lPZzAMfbWFHWZNfGFlxJp6dNZxxmceZiB2D2lILP8zbRW2JxW8sKjGUs64fTHJf/0RMCNF1pFGbEB2wadMmPv/8cwCioqLo27cvBoOBmpoa8vPzURSFuLg4brvtto5tcOnxwLuzYP8P3s/7TISUUeB2emc8qnZ4X59wN0z7W8eCrtsPb5wFtgbQmbyzMVHpYKmBvd9Aqxk0erj+c9zpp3Dn93eypmINAGMTxzIkdgguj4sNVRvYV78PgJuG3cTvx/ye0tJ32bP3zwCEGDOIiZ2ERmPCat2L2bwSRXFjMg1g3NhPKK5XuOSllTTZXJj0Gs4anEhKlJGaZjtLd1fT0OJEr1Hz/u2nMqZPdMfeYwfUV1r5+JlcHK0udAYNmTmxhMUYaWl0ULijFrvVhUarZsYDo0jKkiRFiBOpI/dvmUER4hjZ7XaWLFkCwGmnncbZZ5+NRqPxjVdXV/P2229TW1vLmjVrfFs7HJO8z7zJiS4Urnofsg/7WkWB3Lmw+Hew5iUYfT3EDzz2a3//mDc5SR0DV30AYYc9hrJb4NPbYc+X8NUf+Pa8h1lTsYYQbQgvnfUSpySfclgYCh/t/Ygn1j7BWzve4pLMcynZ/zQAmX3uJDv7flSqtu+HxbKHTZuvxWrdS0nJ2zy1fCxNNhejMqJ44/qxxIW1JXAWu4vffbCZ7/OqefTzHSy+5/Rjf38dtPqTfBytLpKyIzn/zhxCwvW+MUeri2//t5OiHXWs+GAvl88Z12lxCCF+nhTJCnGMSktLsdvtREVFMXXq1HbJCUBCQgIDBgwAvHtWdUj+994/T7mtfXICoFLB2JvaPv/fucd+XUWB/IOzMhf+s31yAmAIg0te8h5Xbad8+wcAXDP4mnbJiTcMFVcMvML3+VPLb8btbiE0NIvs7AfaJScAYWEDiYnxPjbK3/8cP+2tAeDJS3PaJScAYQYtz84aAcCOsibWF5iP/T12gOJRKM7zXvvMawe2S04A9CFazrp+MADVRc1UFjT6XUMI0TUkQRHiGHk83roQtVqNShW4iFL9a+pDwJtIAKh1v3yu29HBa7t//tqattdVHu+5WvUvT656FJf3a1RHP/fwpOXQW9RpAn/vtIe97vZ0zpNnBeBgeY/mKAW56sPiOLIUSAjRdSRBEeIYpaWlodPpMJvNrFixgiPLtxoaGti7dy8Ap556ascunnWG98/1b0BZrv/4zoVtxzd9fezXVanaZmS+fghsR8wIuOzw5QPe4/AUYofOAuDdvHfZWbfT73JfF7T93Q9O+g9qtR6rdR/FxW/4fT9aW4sxm1cBkJn5G07rFwvAnz/bSbPN2e5cu8vNnxZ662xSo0I4NbtzCmXVahWpA6MAWP7BHhw2V7txl9PNT+/vASAizkhSttS4CREsUiQrRAesWbPGV4eSmJhI//79MRgMVFdXk5eXh8vlIioqittvv53Q0NBjv7DbBfMuhOI1oFLDgOneIlmPEwpXegtlAcbcCBe90LGgq/PgjbPBaYXQWBhyCUSmg7UG8r6AxhLv33nNxzizJ3PTNzextWYrGpWGM9LOYEjsEJweJxsqN7CpehMAVw68kj+d+ieKiv5D/v5nAQgPG0pM7GS0mlAs1n3U1CzB47ETEpLBKeM+J79W4dKXV9PqdBNr0nPesCRSo0OoabazZEcl5Y02NGoVb998ChP7xXXsPXZAbWkznzyTi8vpISRcR99RCYTFGGhpdHBgSw2WejtqtYqL7htJ2sDOK9YV4mTUkfu3JChCdICiKKxfv57vv/8ep9PpN56RkcFll11GVFRUxy9ua4Qv7ms/W3KISgMT7oKzHw3Ys+QXlebCp7eBeb//WFgiXPQiDDwPgCZHE4+tfozvir7zO1Wj0nDD0Bu4Z9Q9aNVaFEWhpOQt9h94Ho/H5nd+VNR4hg55HqMxGYDNxfXc/+EWCuta/M5NCDfwzMzhTBl0AnrJ/ILKA41899Yummr8l4qbIvVMuX4wfYbGdnocQpxsJEER4lcoLS1lz549mM1m1Go1cXFxDBkyhPj4eL9zW1payMvLo7KyEqfTSUREBH379iUjI8O/PsVlh92LoWi1d9bCGAmpY2HoDO/xkap2wd6vwVwA6oON2gZd6F0afIRmcy1716ykuvAALoeD8Ng4MoePos/wUaiOrIdxu7wrhQpXehu1hUR5G7UNPB90IX7X3lu/l59KfmrXqO3sjLNJMiX5netwmKmp+ZZmSx4ejw2jIYXY2NOJiBjl9/1wuT0s21PDhkIzdVZvo7ZRGVFMHZyIUde+0NbbXG69dzl0fSGotZAwCIbMgNi+/t+7DrC3OtnwZSFlu+uxtzjRGbWk9Itk3EXZhB5RPKsoCpurN7O8dDmlllK0ai39ovpxbp9zyYjI8Lu2s6KCpq+/wb5nNx67A11KCmGnTyL01FOPWr8kxMlAEhQhOqClpYVFixb56keONGbMGKZPn45W+ytmLorWeJfxNhb7jxmj4ILnIWdWhy+rKArrF33Emo/fw+1y+Y0nZvfnwvseIiopueMxdxeWGlh4O+xfGmBQBafc7u0JozmGwuIjlO428/3cPKwNdr8xo0nHlGsHkT3Km5jWttYyZ8Uc1lasDRCFimsGX8Pvx/4enVqH4vFQ+9LL1L7+OgT47xIyciSpz/8dXWpqh2MWojeQBEWIY+R2u3nzzTcpKytDrVYzZMgQUlNT8Xg8FBYWsm+ftzFZTk4OM2fO7NjFK7fDf88BVyuEJ8OwmRDVByxVkPc51B5MiGa/B4Mu6NCl137yAasWvANAyoDBZI0aiz4khLqSYnav/glHaythsXFc9/QLhEb0wGZjLjv892zv91Bj8M42JY/0rmAqXNG2LHvUdW3LpI9RVWETn/49F49LISzaQL+xiYTHGGlptJO/qZrG6lZQwYV3jyBpUBhXfXkV++r3oVfrmZY5jcGxg3G4HayvXM/q8tUAzBowi0cnPEr1P/9F3X/+A0Do2LGYJk1CHRqKbe8emr76GqWlBV1aGlmffoJGfneJk5AkKEIcoy1btrBo0SKMRiM33ngjSUntH1/s27ePd999F4AbbriBrKysY7/4u5d799TpexZc+Q7oTW1jbhd89SDkvgVaI8wpPeaZgJamRl6/8wbcLhdTbryDUedd2O6xgcVcx3t/epDmuhqGn30e59x+97HH3F1sfBMW3w+hcXDTV/6N6fIWw4fXeI9vXQppY4750ov+uYmyPQ1kDo9j2q1D0erbHiu53R6WvbOb3WsqMYRqMd1azpMb/kasMZY3z3uT7Mjsdtf6vuh77l92PwAfjH8F9cw7we0m6Ym/EH355e3OdZaXU3D5Fbjr6oi54XoS58zpwDdEiN6hI/dvWWYsTmqFhYUAjBs3zi85Aejfv7/v+O233+7gxVd6/zz3b+2TE/AWuk570nvssrXNCByDin17cLtcxKZl+CUnAGExsWSN9N6wt/3wTcdi7i4Ofe9O/U3grrmDL2w7fu8K//Gj8HgUyvd5l1pPurxfu+QEvL1RTr/C22zP3uJi+858AK4dcq1fcgIwtc9U3/Fb7/8R3G6MQ4f6JScAupQUQseOBcA8r4M/S0KchCRBESe1Q91gHY5fbn5mNBo7dvFDjdEc1sDjrsNWvWiPfd+eQzE77XaUo3QSczr8ayt6lF/63h3OeOyzqCraGrE57e6A5zgdba9rtN5zW13+q32OpNN7C409ra1+PWEO8dh++TpCCC9JUMRJ7VBr+o0bN7J79+52Yx6Ph7Vr2wojb7755g5efJr3zy/ug4YjimRb673FswBJw72PgY5RyqAhGEJNNNVUsWzef3Edsdy5Mn8vhVu9/UpOv/rGjsXcXRz63q19DfYdsdzZ44GV//QeqzRw3aJjvqxKrfItH1769m4s9e0TuVaLg+/f2gVAUnYkE0aMAmD+rvmsKlvV7ly3x81/t/8XAK1Ky903vYoqNBTHgQNUP/d3lCP+u7Rs2kzrlq0AJD788DHHLMTJSmpQxElNURQWLFhAXl4eAElJSb4i2aKiIsxm774tkyZNYurUqT93KX+NpfD6FLBWe3cLzj7TWyRrrYb8peBo9taf3LAY0ju2Kd2u5Uv5+uV/AGCKiiYjZyR6Ywh1pcWU5nk7siZk9mX2E8+i03dgV+XuwuOB96/01vCAt2ld8siDuzuv9C45BpjyMJzxUIcu3VjTwsdP52KzOtFo1aQPjiY8xoi1yUHxLjMuuxutXs1lD44hJi2Uu364i1Xl3uRkWOwwX5HsxqqNlFnKALh31L3cNvw26j9cQOWjjwKgTUzEdOp4VKGh2PfuozXX2yHYOGI4febPR63XBw5QiF5MimSF6ACXy8XSpUtZt24dbnf7aX+DwcCZZ57Jqb+2f4W5AD6/x7vy5EgJQ+Dif3t7kfwKe9et4se3/oOl3n9jvUETz+Dsm+/EGBb2q67dLTht8P2jsOG/4Dliya4xEs56BMbd6m3n30ENVS0sfTuPiv3+mwHGpYdx1nWDic8IB8DmsvGP3H/w0Z6PcCnt44jQR3Df6Pu4fMDlvp+PxsVfUvX007hra9tfWKUicsYMEh/+f2h68n8XIY6DJCii16otbWbPuipqiptxO92YooykD45mwClJ6AztCx7NThcLKsysabRQ63ARodUwKiKUK5Ni6BPiP6tgsVjYv3+/r1FbfHw8ffv2xWA4ATMQlTu87eoPNWpLGwdpp8Cv3VzwILfLSfH2rd5GbU5vo7Y+OaOITEg8/pi7i+Yqby+Uwxu19T3Lv/AYoHwzbFvgXZ7sskNkGvQ7G4bNAl37GiJFUagtsVCe34DN4sQQqiUpO5LErIiAyWhNSw2ry1dTZilDo9LQL7ofE5InEKrz39LA43BgXb0a++49KA4HupRkTKedhi4lxe9cu6OWiopPaGzYiMNZj04XQWTEaJKTZ/o68B7idrvZtWsXe/fupaGhAbVaTUJCAsOGDaNPnz7+34/SXNj+EVTt8H4/otKh3zkw7LIO1T0JcaJIgiJ6HY9HYeVH+9j+Y2nA8bBoA9NuG0ZStrfnx9c1DfxudwmNLv9CSJ1KxZzsZH6b0fkt1UUXcTngqwdg01FWx0T1gSvnQ/KIro3rF1RWfsbuPY/gdvsXA6vVBvr3/xNpqVcDUFtby4cffkhNTU3Aaw0ZMoQZM2ag1+u9ycji+2HLu4H/4phsuGI+JA07Ye9FiGMhCYrodVZ9ks+W77yFpn1Hx9NnWByGEC3mCiu7VpXTXGdDb9Rw5Z9OYbfWzaVb8nErMMRk5MrkGDKMemocLr6oaWBFvQWA5wamcV1K521KJ7rQ4vu9vVNQeRvi9ZvqnWGpzoPcudBcDiExcOdqiOge3XXr6pazZevNgEJ4eA7JSTMwGlOw26uprPqCxsaNAAwb+gIREWfz6quv0tTURGhoKGPGjCE5ORmXy0VBQQFbt27F4/EwZMgQrrjiCvjsLtj8jncTyJzLvTNOulCo2un9flgqwRQPd66BMP+tHIToLJKgiF6lpcnBvP9bhcejcO4tQ+k/rv3jC4fNxSfP5mIut5LcN5L3pkayssHCxQlRvDK4D1p123S9oij8s6iKZwsqAdh3eg7h2iP2fxE9S0Mx/Gs4oMBVH8DA6e3HbY3w2iTvef3PhWs+CkqYR1q/4RKam3eQknwFgwb9DZWq7XGfoijk73+a4mLvKiGd9n8sXbqMmJgYbr75ZsKOqGEpKirirbfeAuCai8+i/+cXASq45mPof0Rxd2s9vHyqN0kZdCHMPsosixCdQBq1iV6lprgZj0chOtnkl5wA6I1a+gzzLh2t2N/IpmbvTrkPZia1S04AVCoV92a0XeNHc3MnRi66RFkuoEDqGP/kBLw1P30meo8PrQoKMo/HQXOzd7VVdvbv2iUn4P05zc66z/d5UdEeAE455RS/5ARoV3/y5fcHC7IzTvVPTgBCottWje1efDxvQ4hOJQmK6PZ0Ru8Mh83iwOUM3FzLZm3rOWHSeH+sy+2Bm6/VOttWYsQcuXuu6Hn03tU2WKq9y5ADaW3osnCOhUqlRa32Nnaz2SoCnmO3V/mODQZvgW9TU1PAcz2etoZ9UWEHi4GbK71bKgTSzb4fQgQiCYro9hIzIwiLNtDa7OTb/+6k1dKWeCiKQuG2WvbnVgMw6fL+XBgfBcADu0vY1NS++LCo1c7NOwoAOCXSxKTo8K55E6Lz9DkNQmOhsQQW3uF9hHGIosCuz6DgJ+/nF/87ODEeQaVSkxB/LgA7dz1Ac3Neu3Gr9QDbd3j3UIqNPZPhw8cDsHbtWjZv3twuIbHb7Xz55ZcA6HQ6Lr/qWu9O2fUF3lqUw5MRRYEdn0DpBu/nl/6nc96gECeA1KCIHqFkl5nFL2/F41bQaNUkZkWgP1gk21TjbR+e0j+Ki+8bSZPi4aJN+8hv8XYJHWwykhGip9bhYnNTCx4gUqvhs9H9GGQKCeK7EifM7q/gw2tBcYM2xNtbRm+C6l1tXXz7nQNXfwjq7jFrZrdXs3HjTGz2cgDCw4ZiMCbjsFfT1LwdUNDpYhk39mOMxnQ+/fRTtm/f7j03PJykpCRcLhdlZWW+rRouueQSRo0a5U3KProRFI+3ODZ1jPf7UbULGg9+PwaeD1e+e9xL3YXoCCmSFb1S5YFGln+wl5ri9nUjWp2aYWekMv7ibN/mb2ani0fzy/i0qh73ET/hZ0SH8+SAVPqGdnBvHdG9Fa6Er//o7flxOJ3Ju+ngGf8H2u7VvdVur2Hvvr9QXf010P4HNS7ubAb0f5SQkFTA+xhn1apVrFq1CpvN1u7cmJgYzjvvPN/WDQAc+Mn7/ahpPzuDPgwm3AWT/3DMO2gLcaJ0aoKyfPlynnvuOXJzc6moqGDhwoXMmDHDN/7pp5/y2muvkZubi9lsZvPmzYwcObLdNc4880x++umndq/dcccdvPbaa8cUgyQovUeLs4WF+Qv5seRHipuKUavUZEdmc06fc7iw74Xo1O1/gSqKQn1FCzUlzbgcbsKijST3jUQfog14/VqHiw2NFmoONmobHRFKRoAmbaKXUBTvrEnldnC2ehuTpZ8Khu7dudVur6GxcRMOZx06XRSREaP8mrQd4nQ6KSkpob6+Ho1GQ0JCAklJSagDzYQoijdhq9wBbjtEpnuLZwM0ucuztPJ2eR3rGy2YnW6itBrGRZq4PiWWYeH+zeiE+DU6NUH5+uuvWbVqFWPGjOGyyy7zS1Dmz59PQUEBKSkp3HbbbUdNUAYMGMBf/vIX32uhoaHHnGxIgtI77Kvfxz1L7/HtZ3KkQTGD+PdZ/ybJlNTFkQlxcvl3URVPHagg0N7YKuB3fRJ5KCvp1233IMRhOnL/DvzPzp8xffp0pk8PsJTvoOuuuw6AwsLCn71OaGgoSUly4zlZNTua+c33v6G6pZoUUwrXD72eYXHDcHvc5Fbl8vaut9lt3s29S+/lvQveQ6vu8I+qEOIYfFxp5m8HvCuJpsdFckVSNClGPZV2J59U1fN5dQP/LKoi2aDj+lRpbCi6TtCqo959913i4uIYNmwYc+bMoaWlJVihiCD4LP8zqluqyQjPYMFFC7hm8DWMiB/B6MTR3Db8Nj648AMA8sx5zNs5L8jRCtF7/bPQu5z5/j6JvJWTxfT4KEaEhzItLpLXh2bycLb3UdNDe0uxBtg6QojOEpQE5eqrr+add97hxx9/ZM6cOcyfP59rr732qOfb7XaamprafYiebbd5NwAX972YSEOk33hqWKrv+F+b/tVVYQlxUml1e9jf6l3tdlt64Jb3t6W1vV5w8FwhukJQ5s1vv/1233FOTg7JycmcffbZ7N+/n759+/qd/9RTT/H44493ZYiik0UbowHYW7834LhHaXsaPjR2aJfEJMTJxqBWYdKosbo97LK0BuwLtMva6juO0smjVtF1usUC+PHjvU2I8vPzA47PmTOHxsZG30dJSUlXhic6wflZ56NCxbdF3/L8xudpdrQtHa5treXhlQ8DEKIN4aWzXwpWmEL0amqVipmJ3n8s3LWriKV1TRxaN6EoCivMzdy2oxCAWYnRpBm71zJt0bt1i3R4y5YtACQnB15WZzAYMBhkaWhvMjh2MPeOvpcXNr3A3J1zeTfvXTIjM3F73BQ2FeJRPKhVah6d8ChxIVKYJ0RneTg7mQ2NVvKsNq7edoA4nZYUg45Kh5Nqh7dVfr9QA4/1S/2FKwlxYnU4QbFYLO1mOgoKCtiyZQsxMTFkZGRgNpspLi6mvNzbHXHPHu8mV0lJSSQlJbF//37ee+89zj//fGJjY9m2bRv3338/kydPZvjw4SfobYluQ1HgKEsTb825lazILF7a/BL5Dfnsq9/nGxsRP4L7x9zPmMQxXRWpECelSJ2WL0b357mCSt6pqKPW6fLtVxWiVjM7OYb/y0oi8iiPdw7NuMgSZHGidbgPyrJly5gyZYrf6zfccANz585l7ty53HTTTX7jjz76KI899hglJSVce+217NixA6vVSnp6Opdeeil/+tOfpA9Kb1G8Dta+AkWrwFoDhghIHQ1jboQhM/wSFkVRKG0upbjZ26gtKzJLep8IEQQ2t4dd1lbMTjfRWg1DwkII0fhXAjTVtbLluxKKdtTSVGdDo1ETk+LdbXzYGano9N1jOwHR/UirexEcigI/PgnLnz36OYMuhFlvglYe2QnRExVsq+Xb/+7A5QjU1g2ik0K56N6RhMfIVhLCX6c2ahPiqHZ80pacjLwWxtwA0ZneWZSdi2DVC7B7MXz/OJz3ZDAjFUL8Cg3VLSx5Ywdup4fkfpGMntaH+PRwXE4PpbvNbFhcQH1lC1+/tp3L/28sKrU89hG/niQo4sRZfXAr+8kPwVkPt70elgCJQ707qr5/Jax9GU65DWKyghOnEOJX2bG8DLfTQ+rAKC6+dyTqwx7/RMankjE0lrf/32pqipvZurSEkVMzghit6Om6xTJj0UvUHuxpMmJ24PEB09qOS9Z1fjxCiBOqvsLb8XvAuKR2yckhhz/W2fFT4D22hDhWkqCIEycixftn4YrA45Xb247jB3V+PEKIEyos2ls7Vra3PuC4w+byHWcMje2SmETvJQmKOHFG3+D986uHYM0rYGv0fu5yeGtQ3p3l/XzIDEgZGYQAhRDHY/BEb6+qveurWPbubprNNgAUj0LlgUY+f2ELAGExBk6b6d8VXIiOkFU84sRxu+CjG7yFsACowBQHrQ3gcXpfShgCNywGk/zrSoieaPN3xaz+pK0XlsGkxe1ScNm9GwkaQrVcdM9IErPkd7PwJ8uMRadxNzTgsdnQxsSg0gdoe+3xwKa5sPbVtpoUgLBEGH09TLof9KYui1cIceKV7Daz8ctCyvMb4OAdRGvQ0HdUPKdclEVEbIjf1yiKQktLC263G5PJhEbz871SPC0tuBsb0UREoDbJ74zeQhIUcUK5LVbMb75J46JFOA92CEanwzRuLDG33ELYxImBv9BSA5YqMEZAZPpRO8oKIXomh81Fc50NjVZNeJwRTYDC2ZaWFlasWMH27duxWCwAaLVasrOzOf3000lPT/edq3g8NH76Keb33sO+K8/3umHwYKJnzyZq1kxUv5DYiO5NEhRxwjirqii+4UYchYVtL2q14Gorhov77W+Jv/eerg9OCNGt1dTU8Pbbb9Pc3LYZqEql4vDbzvnnn88pp5yC4nBQet/vsPz4Y9sFjvhdY5p8OmkvvYQ60Oyt6BGkUZs4IRRFofwPD+EoLESbnEziHx4k7IwzUIWG4iwqwvz2fOrfe4/aV17BmDOM8ABbIAghTk4ej4cFCxbQ3NxMbGws5557LtnZ2Wg0Gmpqali1ahXbtm3jq6++IiUlBcOnn2L58UdUBgPx995L5CUXo42Lw1VXR+MXX1DzwotYl6+g9t8vkfDA74P99kQXkBkUcVT2Awc4cP4FqHQ6sr/6Ev1hU7GHlN57H83ffgvA4N15fuNCiJNTQUEB8+bNw2g0cs8992A6oo5EURReffVVqqurQVG4esm3uBsaSP3H80Scf77f9Zq+/Zaye+8DoP+a1Wijo7vkfYgTqyP3b1lmLI7KWVoKgD47O2ByAmAYNLArQxJC9BANDQ0ApKam+iUn4H3UExvrXc2ndblwHzzfNPmMgNcLO6PtdXdt7YkNVnRLkqCIo9JneNtU2/fvx37gQMBzbDt2dmVIQogeIvrgDEdpaSlNTU1+44qiUFNTA4Bbp0NzMFlp/v67gNdr/u5737E2IeFEhyu6IUlQxFHpMzMxTZoELhdF199Awyef4Kqrw+NwYMvLo3zO/8OydCkA6f/7b5CjFUJ0JxkZGSQlJWG323nzzTfZvn07LS0tOJ1OSktL+fDDD6mtrUWlUnH7HXcQc+01AFQ88mdqXnoZR0kJisOBo7SUmldeoWLOHMBblK+JjAzmWxNdRGpQxM9y1dZSfMut2PfsOeo5CQ8+QOytt3ZhVEKInsBsNvP222/7HvccSa1Wc9FFFzFq1CgUl4vyhx6i6auvj3q98HPPJfX5v6PS6TopYtHZZJmxOGb1VgdF5hbUKsiMMxFh9P8f32OzUf/uuzQuWoR9n7eDpCo0FNOECcTecguho0d1ddhCiB7CZrOxZs0atm/fjtlsBsBgMNC/f38mTZpEUlKS71xFUWj++mvM771H69Zt4HSCVkvI8OFEX3UVERdegCpAPyV3swNXvQ2VRo02PgS1/ui9Upw2G+aKMjwuFxHxCZiipNi2K0mCIn7R2gN1/OPbvawvNPteU6vg9P7x/GHaQIalBp5C9djtKHY76rAwVGp5QiiEOHZOpxO3243BYAiYaBxOcbnwWK2oTSZU2sAdMVp31tG0tBhnmaXtRY2KkCGxREzLRBfX1tG2vrKcle+/Tf6GtXjcbb1VEjL7cuqs2fQfN+H43pw4JpKgiJ/17roi/rRoB4f+yydHGnF7FKqb7QDoNCpeuno004Ym/cxVhBAieBq/K6L5h2LvJyrQRBpQnB48Vu++Xyq9hribh2LIjKRsTx6fPvVnHK2tAIRERKLV67HU1aEoHgBOnTmbiVdcG5T3cjKRRm3iqPKrLfz5s50oClw+Jo0Hzh1IUqQRgMJaK3/7Ko/vdlXxwIKtjP1DNLFhhiBHLIQQ7dkPNPiSk7DJaYSfkYbG5H087aiw0vBZPo7CJszv7SbuvhF8+cKzOFpbSR00hLNu+g0JmdkAtDY3seHzT9jw+Ses/eQD0ocMJ2PY8KC9L9GezNGfZBZtLsPtUThzYDzPzhruS07AW4Py6jWjAbDYXfzmndxghSmEEEdlza0GwDQuiajzs3zJCYA+2UTczcMAcDc5yJu7hOa6GsKiY5g55y++5AQgJDyCydfcRHyfLAA+euL/deG7EL9EEpSTTHWzDYBR6dEBnwFrD9vsa0NhfZfFJYQQx8rd7ABAnxEecPzwItmm0ioA4vpkoTMaA54fHht3giMUJ4IkKCeZAYne/6G/2FaO1e7yG685WIcCcMfkbL9xIYQINl1CKADWTVUobo/fuKu21XecNH4IAKV5O6ivKPM71+1yUVNUCEB0cmonRCt+LalBOcnMGpPGaz/tJ7/awiUvr+LOM/oyIj0Kj6KwvsDMKz96lxFnx5n4/bkDghytEEL4C5uQjHVdBY6CJqpf3Ur45DR0KWEoTg/2ffU0LysBQJ8ZQcrFOaRtGUZp3g7ee+QPjL9kFn2Gj0Kr11NdWMDGxZ/SXFeDVm/gsv97LLhvTLQjq3hOQltLGrhl3kZqLfaA431iQ5l70ylkxfnvnyGEEN2BbW89de/modjdAcd1KSbibhqGJlyPtaGeT59+jOqC/QHP1YeEcOF9fyRr1NjODFkgy4xPah6HG2epBbfFgdqoRZca1q6A7JCGFgfzVhfxXV4lRbUtqFTQNyGM84clc82pGYTqZXJNCNG9uZvsNK8qx7bbjLvejkqrQptoInRkPKYxiai0bVUMbpeLncu+Z/eqn6gpKcLtdBIZn0DmyDGMOf8SwmJi/a7f5HKztakFs8tFjFbLyIhQwrVHbwInfpkkKCchj8NN07dFWNdXoDgOeyargpChsURekI02OnCBmBBCiDZ1Dhd/PVDOx5X1OA+7RepVKmYmRfNI3xRidPKPuF9D+qCcZDwONzWvb8NZ6u2mqInQo4kx4rE6cdW00rqjDntBE/G/GY4uPjTI0QohRPdV43By0aZ9FLZ6Vwr1MepJNuiosDspsjl4v8LMmgYLX4zuT7xe9gTqTJKg9ALNS0twllpQh2qJvmIgxoFtS4idlVbMH+7BWWGl/tN9JNwxIsjRCiFE9/VYfjmFrQ4yjHpeHtKHcZFttXgbGq38dlcRha0OHs8v56UhfYIYae8ny4x7gZat3qZFUZf2I2RQTLv+JrokE7E3DgXAUdCEbZ/0NhFCiECcHoXFNQ0A/GdoZrvkBGBcpIn/HExKPq6qp8ru7OoQTyqSoPQCnlZvP5OjPb7RhOt9x+7GwCt3hBDiZGfzeLB7vDUn/UIDb/PR97DXWwL0YBEnjiQovYA+NQyA5p9KUTz+Nc/W9ZW+Y+OgmC6LSwghepJwrYasEO8/6F4qrubINSSKovBycbXv82SD1KB0JqlB6QUizs6g5sB2WjZX46prxTQuCW2sEbfFSeuOWlq31XrPOy8TTZj+F64mhBAnrwczk7grr5gXiqrY1tzCrMRokg16KuwOPq6q50dzMwCvDOmDUSP/xu9MkqD0AobsKGKuHEj9J/twFDfjKG72Oydscirhk9OCEJ0QQvQcM5NiqDm4zPhHc7MvITlEq4JH+qZwWWJ0kCI8eUiCEgSe1lZa1q/HUVQMKhX67CxCx41Drfef3VAUhW2ljewsb6LF4SIp0sj4rFjiw9s/Hw0dmYAhKxLL+krsBxrwWJyoDBr06eGYxib5HgMJIYT4eb/JSODcuEjeKa9jQ6OVepeLaK2WcZEmrk2JJTtAfYqn1YV9fwOuBjsqjQpdsgl9RgQqtf+mrOLYdLhR2/Lly3nuuefIzc2loqKChQsXMmPGDN/4p59+ymuvvUZubi5ms5nNmzczcuTIdtew2Ww88MADfPDBB9jtdqZNm8Yrr7xCYmLiMcXQUxu1KR4P5rfmUvvaa3ia22flmpgY4u+7j6grLvetwllfYOZPi7azt8rS/ly1isvHpPHwBYMJN8ozUCGECBbF5aHxuyIsq8rB1b5oVhNtIOrCvoQM9e9Se7LqyP27ww/QrFYrI0aM4OWXXz7q+KRJk3jmmWeOeo3777+fL774go8++oiffvqJ8vJyLrvsso6G0uNUPvEE1c89h6e5GV1KCuHTphF+zjlo4+Nxm81UPvootf9+CYCf9tZw9Rtr2VtlIVSv4cyB8Vw8IoUhyRG4PQofbCjh6jfW0eoIvA+FEEKIzqV4FOrm78LyUym4PGjjQwgZHodxcAyqEC3uejt183dh3VgV7FB7pA4/4pk+fTrTp08/6vh1110HQGFhYcDxxsZG/ve///Hee+9x1llnAfDWW28xePBg1q5dy6mnntrRkHqEltxcGt7/ANRqkv78Z+9MidqbHyouF3VvvkXNP/5B7auvEnreefzfJ8W4PAoX5CTz5GU5RIa0zZSsLzBz5zu5bC9r5H8rD3D3Wf2D9baEEOKk1bKlGtueelQ6NTGzB2Ec0taHSnG6afiqAOuaCho+zydkSAzqUJnx7oguL0HOzc3F6XQydepU32uDBg0iIyODNWvWBPwau91OU1NTu4+epvn7HwCIvOQSomdf6UtOAFRaLXG33+b9RFEomj2bikYb0aE6nr9iRLvkBOCUrBhmjEoF4O/f7u2aNyCEEKKd1p11AISfmU7I0Nh2TTJVOg1RF/UFQHF4MH+4Jygx9mRdnqBUVlai1+uJiopq93piYiKVlZUBv+app54iMjLS95Gent4FkZ5YHlsrANrYX+5DomppASDcqMOgDfyfKEJqT4QQIqgUp7fmRB0W+Pfx4QWybot0ne2oHrGIe86cOTQ2Nvo+SkpKgh1Sh4WOHg1Aw0cfYz9wwG+8dft233HUk09h0KopNrfw7rpiv3ObbU6+3lEBwMR+UnwlhBDBYOjjLfK0LC/F3ezwG2/dVec7jp7Rr8vi6i26fJlxUlISDoeDhoaGdrMoVVVVJCUlBfwag8GAwRC47XBPEXHeeZjnzsO2cycFl80k8pJLCBk+HBQPLRtzafzySwBMp51G0qWXcFdkPv/4bi9/WrSDJTsrmTo4kYgQLfnVFj7OLaWqyU64UcvTlw0P8jsTQoiTU9iEZKzrK3HV2aj8Ry6mMYnokk0oTg/2ffW+R0CmU5LQp4cHOdqep8sTlDFjxqDT6fjhhx+YOXMmAHv27KG4uJgJEyZ0dThdRqXTkf76fyj7/QO0rFtHw4cf0vDhh+3OCZt6NilPP41KpeKes/rhcnt4edl+VuyrZcW+2nbnpseE8PLVo0mPCbz/jhBCiM6lDtURf1sOde/m4aywYllZ5neOaXySrxZFdEyHExSLxUJ+fr7v84KCArZs2UJMTAwZGRmYzWaKi4spLy8HvMkHeGdOkpKSiIyM5JZbbuH3v/89MTExREREcM899zBhwoReu4LnEG1sLBlz36L5++U0fvYNzpJiUKvR98kkataFhE0a7ztXpVLx+3MHMnNMGos2l7OjvJFWh5vECCOT+sdyfk4yBq0miO9GCCGENi6EhLtHYVlfQevmatxNDtCo0CWGEn5GGoY+kcEOscfqcKO2ZcuWMWXKFL/Xb7jhBubOncvcuXO56aab/MYfffRRHnvsMaCtUdv777/frlHb0R7xHKnHNmpzeWj8qgDL2nI4chNMrYrwyWlETO0jnQeFEKKH8LS6qF+UT+vWGr8xlUFD5HmZmE5NbrfC52TWkft3hxOU7qAnJiiKomB+J8/3TFLfJ8L7TFJRsBc24Szzdos1jU8i+lLpayKEEN2d4vJQ/Z9tOEuaQQWGflHeGhSHx9v2vsa7ejNyeibhZ/S81aedoSP3b9mLp4vY9h4smNKoiL1uCCGD2pYbK4pCy5Ya6j/cg3VdJaZxSejTpKBKCCG6M+uGSpwlzahDtcTdNKxdIaziUWj+qZSmJYU0LikkdFQimgjZTb4jesQy497AvqceANO4pHbJCXjrTUyjEnyfV7+0pStDE0II8SvY9np/r4efme63SkelVhF+5sEd5D1Q925eV4fX40mC0kUOPUlTaeQ5pBBC9AqHCiSO8nv98LoTxX1k4aH4JZKgdBFjvygArOsrsRc2+o235rU19Im/XXqbCCFEd2foGwVA87ISnNUt7cYURcGytsL3eezVg7sytF5BalC6iHFwLIb+Udj3NVDzn20YB8agTw9H8Sg4ipqw5zcAEDIyHkO2LEsTQojuzjQ+CevGSlxVLVS9sImQobG+IllbfoO3eBYIn5KONsYY5Gh7HlnF04U8DjcNC/Np2VztP6gC06nJRF2Qjeoo++8IIYToXtwWB+YFe7EfrEdpR6si4qwMws9Ml/YRB8ky467mdsKer6BwJViqwBAOqWNgyAwI9d8c0FndQuuuOtx1NlCBNj6EkKFxkmELIUQP5ShtxrbbjKvejkqrQpdsImRoHJpw/5U7jdWV7FmzktqSItwuF5HxCWSNGkva4GG9vl+KJChdqSwXPrkVzP4bAKIPh+nPwKhruj4uIYQQ3YrH42bFe/PI/XIRise/aDZtyDAuuOcPhMX03k1gJUHpKrX74PUp4GgGUzwMmwUx2dBSC3mLoXqn97zL/gvDLw9enEIIIYJu6dz/sPnrLwDIGDaCjJyR6PR6qgsL2LNmBS6HnZiUNK596l/ojL1zRl0atXWVH//mTU4yToOrPwDjYcWtZ/wffPcIrHkJPr0VBl8Eut75AyeEEOLn1VeWs/mbxQCcf+8fGDzxjHbjp152JfP/7z7M5aWs//wTJl4hM+9SjXk8Cld6/zzn8fbJCYBaDVMfa/t86/tdFpYQQojupTRvBygKaUOG+SUnAFFJycT3yQRg7SdyvwBJUI6PWuf902ENPO6ytR3rQjs/HiGEEN2SRuu9XzhtNo5WWeG027sypG5PEpTjMWCa98+vHoS6/e3HbE2w6E7vcWw/GH5F18YmhBCi28gYNgKNVkvVgXzWfPweHre73Xjxjm3UV5QDMO039wUjxG5HimSPh6XaWyTbVApqLWSdATFZ0FIH+5eCrdE7y3Ldp5A1OXhxCiGECLrcLxex7O3/AhAeF0/G0OFo9XqqCw9QsW8PAOlDcpj1p7+i1miCGWqnkVU8XamxFD6/F/b/4D8W2w8uehEyJ3Z9XEIIIbqd7T9+y/J352Jrbmr3ukqtJuescznz+lvRGXrvggpJULqY09lIxb7XaKj5Ebu7Aa0qhIjIkSQPuIfQsOxghyeEEKIbKdldw6avV2AuLcLtdhEWE8+g08aTc+ZANL28k7gkKF2otvZHdu56EJerwW9MpdKQlXkvmZl39frugEIIIX6ey+Fm6fzd7NtQFXA8OimU8+7IISbZ1MWRdR3pg9JFmpq2sW37nSiKE5OpP8nJMwkN6YPDYaa65hvM5hUcKPgnGq2JjPSbgh2uEEKIIDqUnKjUKgaekkja4Bi0OjW1pRZ2riijvrKFz/+1mdl/Ho/RpAt2uEEnCcpxKCj4N4riJC5uKjnD/o1a3bbnQmrqbIqK3yA//2n27fsryUmXotNFBS9YIYQQQVNXZvElJxffN5K0gdG+sb6jExh+Vhrv/nkt1kYHKxbs5ZybhgYx2u6hdz/s6mSNTVsAyMq8u11yckhG+i2+46rqr7oqLCGEEN1MVYG3KDZtYFS75OSQkDA9cWlhAOxdF/gR0MlGEpTjoNF4m6/Z7ZUBx53OBt+xXt97N38SQgjx83QG77JhS4MDxRO49NPe6urKkLo9SVCOQ0LCeQDs3vNnGho2thuz2crZvv23AISHDyU+7twuj08IIUT3kD4kBp1BQ32FlWXv7sZha0tGFI/C7rUVmCu8Xcmn3TYsWGF2K7KK5zi4XM1szL0Cq3UvACZTf0JC+uB01NHUvA1FcaPRhDFm9HuEh8vzRCGEOJntWVfJ93N3gQJag4akrAg0OjV1pRYs9d429/3GJHDurUN77cpPWWbchZzOJvLzn6Ki8lMUpf30XFTUeAYOfJwwU/8gRSeEEKI7KdpZx8oF+2ioamn3ut6oYdS5GYye1ge1pvc+3JBlxl1Ip4sgJfY+KjelUFe1CpfbjFoVSmTkSBJPv1ySEyGEED59hsaS8VgMtSUW6sosuF0eIuJCSO4biVbv396+uXkXZeXv09i4CaezAZ0umsjIMaSlXk1Y2MB259qsTnYsL6N4Zx3NdTY0WjWxaWEMGJdI9sh4VOqeNSsjMyjHafuP3/LD/17F7XQGHB9+9nmcfeudqNW9c18FIYQQJ56iKBQUvEhB4b+BQLdpNX2z76dPnztRqVSU7a3nm9d3YLMEvhelDYrmvDtyMIQEd15CZlC6SNH2LXz72osAZAwbTs7Z5xGdlEJLUyP71q1i+4/fse2HbwiNimLiFdcGOVohhBA9RXn5hxQUeu8vCQnnk5R4CQZDInZ7BRWVC6mp+Zb9B57HYEjCpJ/Ol69sw2lzE5NiYsRZ6cSmhuFyuCnOM7NtaQmlu+v5/q1dXPDb4UF+Z8dOEpTjsH7RAgCGTTmHc++4t11RU9bIMaQNyeHrl55n7ScfkHPWNCLi4oMVqhBCiB5CURQKC18GoG/2g2Rm3nnYaA7x8edy4MALFBS+yK68P6CvHYLT5iYpO5JL7h+JVtc2Y586MJp+oxNY8OQGCrfVcmBLDdkje8a9qPdW4nSB6sICAEZPvzhgxfXgSWf6jgs2b+iqsIQQQvRgLlcjNns5AOnpNwY8Jy3tOt9xTUkDAEMnp7RLTg6Jzwj3HW/+tujEBdrJJEE5DiHh3udnNcWFAceb62p8x5EJSV0RkhBCiB5Oown1dSe3WHYHPMdq3ec7DgnznltXagl4rsvp9h3HpoUHPKc7kgTlOAw+/UwAfvjfq+xevRyPp+2HoDJ/L58+9RgA6UNyyBwxOggRCiGE6GnUaj0JCRcAsH3H3ZjNqzi0nkVRFOrqlrNj5+8ASEm5kkETMgDY+kMJm74twuVouxc11bby9avbAQiN1DNpVr8ufCfHR1bxHAeX08mnT/6Zkl3e//hGUxgRCYm0NjX5Zk9M0THMfvxZohJlBkUIIcSxcTjM5G6aTUvLfgD0+jgMhkRstkqczjoATKYBjBn9AVptBD+9v5edy8sA0OrVRCaE4nK4aaxuBUCjU3PhXcNJGxQTnDd0kDRq60Iup5P1iz5i8zdfYLM0owAqQKPVMnDC6Zx+zU2ERQf3B0IIIUT3c+j2e7SusU5nEwcK/kF5+cd4PK2+1zUaEykpV5CddR9abbjvWnmrK9j4VSHNdbZ210kfEsPEmf2ITQ3rpHdy7Do1QVm+fDnPPfccubm5VFRUsHDhQmbMmOEbVxSFRx99lDfeeIOGhgYmTpzIq6++Sv/+bQ3LMjMzKSpqX6jz1FNP8X//93/HFEN3SlAANjVaea24mlXmJuo8CiYVjAwP5bq0eC5OiELdS1sWCyGE6BjF6caytoKWLTU4q6zgVtBEGzEOjCb89DS0MUa/r3G7bVgseb5GbWFhg9FoDIGvryjUV7bQbD7YqC3FREi4vrPf1jHr1D4oVquVESNGcPPNN3PZZZf5jT/77LO8+OKLzJs3j6ysLB555BGmTZvGrl27MBrbvvF/+ctfuO2223yfh4f3nMKdw/2zsJJnCtrvZmxVYFVTC6t2FfFxVT1vDM0kpBe3LhZCCPHLXA12at/cjqu6td3rbrMN65oKWjZWETN7ECFDY9uNazRGIiNHHdPfoVKpiEk2EZNsOmFxB0uHE5Tp06czffr0gGOKovCvf/2LP/3pT1xyySUAvP322yQmJrJo0SJmz57tOzc8PJykpJ5dl7G4usGXnFyeFM11ybFkhRqodbj4sqaRl4qr+L6uib/sL+epAWlBjlYIIUSwKB6Fund24apuRR2uJ2JqBsZ+Uah0ahzlVpp/KsFR0ETd+7tJ/N1odHEhwQ456E7oP+sLCgqorKxk6tSpvtciIyMZP348a9asaXfu008/TWxsLKNGjeK5557D5XIdeblu77WSagDuzkjg34P7cEpUGPF6HYPDQngwK4m5OVkAvFVWyz6r7ecuJYQQohdzFDbiLLWgMmhIuGsEYeOT0caGoIkwEDIohvjbhqOJ1IPLQ+1/twc73G7hhHaSraz0ziYkJia2ez0xMdE3BnDvvfcyevRoYmJiWL16NXPmzKGiooJ//OMfAa9rt9ux2+2+z5uamk5k2L/avhZvTDMTowOOnxnT9nxtVYOF/ib/Z4tCCCF6P2eN97GOISsSbZT/vUClVqFNCMXd6MDdYPcbPxkFpdX973//e9/x8OHD0ev13HHHHTz11FMYDP6FP0899RSPP/54V4Z4TJINOhpdbtY0WBgc5j8dt9va9pxxaIBxIYQQJwdNpPfe5iiz4LG7UBv8b7+SmLR3Qh/xHKopqaqqavd6VVXVz9abjB8/HpfLRWFhYcDxOXPm0NjY6PsoKSk5YTEfj2tTvIVMj+WX80pxNY1O72Mqh8fDVzUNXLX1AADnxUUwLrLnFywJIYT4dYz9otBEGfA0O6h5Yzv2oiYUj3cRravBTv3CfbgOzrLE3zkimKF2Gyd0BiUrK4ukpCR++OEHRo4cCXgfx6xbt44777zzqF+3ZcsW1Go1CQkJAccNBkPAmZVguyk1jg2NVj6rbuAv+8t5Yn85MTotzS43joOrt/uHGnhuYHqQIxVCCBFMKq2a2GsGU/O/HThLLdS8uhWVXo1Kq8bT0laDGTk9C0Of4LfP6A46nKBYLBby8/N9nxcUFLBlyxZiYmLIyMjgd7/7HX/961/p37+/b5lxSkqKr1fKmjVrWLduHVOmTCE8PJw1a9Zw//33c+211xIdHbiWo7vSqFS8OqQPZ0SH81pJDXtbbNQdnEWJ12u5KimGe/skEqb137xJCCHEyUWfHk7i70bR9G0RrTtqURweFIcHVKDPjCDirAyM/XvWfbAzdThB2bhxI1OmTPF9fqie5IYbbmDu3Lk89NBDWK1Wbr/9dhoaGpg0aRLffPONrweKwWDggw8+4LHHHsNut5OVlcX999/fri6lJ1EBkToNUToNKuBQ17twtZpInRadWpq0CSGE8FJp1ahDtKBXg8PjfVGtQh2iQ20MSllotyWt7o+Doig8tLeU+eV1vte0KnAd9h0dER7ChyP6EqWTHzwhhDiZOaus1Px3O55mZ9uLauBgnoIKomb0I2x8cjDC6xKd2klWtHmvwsz88jrUwD19ErkuJZZUg44ml5svaxv56/5ytja3MmdvKa8OzQx2uEIIIYJEcXuom5+Hp9mJNiGUyPOzMPaNAo0KZ1ULzctKaN1aQ8OifPRp4ei7wb45wSb914/D3LJaAB7um8Kc7GTSjHpUKhWROi1XJ8fy3vC+ACysbmBLU0swQxVCCBFE9v2NuGpbUZu0JPxmOCGDYlDp1KjUKvTJJmJmD0QTawQFqv+9OdjhdguSoByHYpsDgLNjA+8jNDIi1He8pVkSFCGEOFm5zN5u4vqMCNShOr9xlUoVcKPAk5kkKMchM8S7Q+RXNY0Bx9c3WHzH0gdFCCFOXtpYb/JhL2zC3ezwG1cUBVettw+KSi8rP0ESlONya1o8AM8WVPLIvlL2WG04PB4q7A7+W1rDNdu8jdquTIqRTrJCCHESM/SNQpsYitLqovq1rbRsq8HT4kRxurEXNVH39i7c9XZQq0j4rTRqA1nFc1wUReGx/eX8p6TmqOecGmnineHZ0gtFCCFOcs7aVmr/u/3oLe01KqJnDcA0KnDT0t6gI/dvSVBOgGXmJl4rrmFNQzN2xTstNdRk5JrUOK5NjkUrvVCEEEIAHpuL5uWltGytwV3nrUtRGbWEDIom/Mx0dEn+5QAejwez2UxrayshISHExMSgVvfMByCyzLgLKW43wxd/xl/nzsVWUUFLSChGuw1DSAiRl16K6u67IDIy2GEKIYToBtRGLZHnZhJ5biYehxs8CiqDBpXK/x+yDoeDlStXsnHjRlpa2hZamEwmxo0bx8SJE9Hp/AtuewuZQTkOistF6T33YvnxRwBUOh3axETcDQ14LN4CWV16On3emY8uMTFocQohhOhZbDYb8+bNo6KiAgCdTofJZMJiseByebdUSU1N5frrr++We9UdjcygdBHzvLex/PgjKqORxP/7I5EzZqA2GlE8Hqyr11D52GM4S0qoeOQRMl5/PdjhCiGE6CG+++47KioqCA0N5YILLmDQoEFoNBrcbje7du3iq6++oqysjKVLlzJ9+vRgh9speuZDrG6iYeGnACT+vzlEz56N+uB+Qyq1mrBJE0l/w5uUWJevwLp+fdDiFEII0XO43W62bdsGwOWXX87QoUPRaLwLLTQaDTk5OVx22WUArFu3rt3jn95EEpTj4KrxdpINGTEy4Lg+M9N37DhwoAsiEkII0dPZ7XacTu9+PWlpaQHPSU1N9R07HP59VXoDSVCOg6FfPwAaPvk44Pih2hQA02mndUlMQggheraQkBDCwrx78WzeHLjt/ZYtW3zHoaGhAc/p6aQG5TjE3noLpbm51L89H1dFJVFXXok+Ix232UzTd99hfns+ADE33og+IyPI0QohhOgJVCoVEydOZMmSJXz11VdUVVUxfPhwwsPDaWpqYuvWrb7E5YILLkCv1wc54s4hq3iOU93cuVQ/+xx4PAHHw6efR+ozz6DqpT9AQgghTjyPx8OSJUtYt27dUc857bTTOOeccwIuUe6upFFbF7Pt2UP1/PmU5uVhsdnQa7WkpKWTPHMmYVPO7FE/PEIIITpfaXMp++r34VJcpISlMCh6EBq1f8fxwsJClq/dwObCOhptbqJCNIzOjGPyhFPI6IEz87LMuAs5HA6WFxWxISQEZ06O73WVSsXA6iqmNTQQHR0dxAiFEEJ0F1uqt/DchufYVrut3evxIfHcNvw2rhx4JWqVtzy0zmLnpQ2NfLbdhNN9sM7EBoub1FymbeCPsUlEm3rv7LzMoBwHh8PBvHnzKCsrAyA8PJzo6GhaWlqorfWu8AkNDeWmm24iPj4+aHEKIYQIvqXFS3lg2QO4FBdalZb+0f0xaAzsb9xPs6MZgJn9Z/LohEepsdiZ+epqSszeHY77xIaSGG6koqnV91pWnImPfzOB2DBp1CaOsHLlSsrKyggJCWHGjBkMGDDA9zinurqahQsXUlFRweeff84tt9wS5GiFEEIEi8Vh4ZFVj+BSXJzb51zmjJ9DXEgcAE63kwV7F/Dshmf5ZN8nTEmfwscrIygxt5IRE8q/Zo9kdEbbTPyGQjO/+2ALBbVWnvxqN89f0Tt3P5Zlxsdh+/btgLeKeuDAge1qTRISErjqqqsAKCkpYe/evUGJUQghRPCtLl9Nk6OJPhF9eGbyM77kBECn0XHN4GvoF+VtXXH30rv5Zoe3xf0r14xul5wAjMuM4cWrRgLwyaZS6ixH2R25h5ME5TjYbN6dKGNjYwOOh4eH+44bGxu7JCYhhBDdT6PDew9IC09Dqw788CLa2JaION3e6ovseP/djQEyY9tet7kCryLt6SRBOQ7JyckArF69Gk+AZcabNm3yHQ8aNKjL4hJCCNG9DI0dCsC6inXsqN3hN25xWNhr9s60T0qdRHpMCACvLdvvd66iKLy+oq07eVxY7yyUlRqU43DGGWdQUFDA9u3bqa+vZ/To0cTExGC1WsnLy2PHDu8P4VlnndVuNkUIIcTJZUjsEM5MP5NlJcu48ZsbuWLgFZyafCoGjYHd5t28v/t96u31RBuieWLiEyyPsfH7BVt5cWk+28samTEqlcQII5WNNj7ZVMqKfd6FGP++ahQGrf/y5N5AVvEcpx07dvDZZ5/59k040oQJEzjnnHNQq2WySgghTmYWh4UHlz/IqrJVAceTTEn8a8q/fLMtry/fzzPf7MHt8b9Na9UqHr5gMDdNzOrUmE80adQWhHg2rl5Pwb4DWFqtGHR6UtPSGDNxHCkpKcEOTwghRCezWS2U7NxGU00NGq2WuD6ZpAwYhPqI5muKorCibAVfF3zNvvp9OD1OUsJSmJw2mUv6XkKorv2+OvtrLHy4oYSNhWYaWp1Eh+oZmxnNVeMyyIwLXJ/SnUmC0oXcFgcNXxygdVsNHPGd1KWFEX1pf/SpYcEJTgghRKdyOZ2sXvAOm7/+Apez/a7CEfGJTLnhNvqNOzVI0XU/kqB0EU+Lk+pXtuKq9TbN0aWHo4014rE6sRc0gcuDSqcm7rYcDBnBn+kRQghx4ng8bhY98xcKtuQCEJOSRnyfLFxOB2V5O7FZLQBMu/N3DDtzajBD7TakUVsXafqhGFdtK5ooA7HXDWk3U+K2ODB/uAf7vgYaPt1Hwn2jZU8eIYToRXav/ImCLbloDQYuuOcP9B073vd73umws/ydN9my5EuWvvkafceOJyRMFkt0hFRuHofWnXUARM3o5/cYRxOmJ/Yq79JiZ2ULrdtruzw+IYQQnWff+jUAnHLJLPqNO7XdP0J1egNn3XgHAE67ja9fej4oMfZkkqAcB8XpBkBj0gUcVxnbJqg8ra4uiUkIIUTXcDm8HVxDI6ICjqsOW71pbajvipB6FUlQjoO+TyQAjd8V+ZKVQxRFoXlpse/z0BGyWaAQQvQmKQMHA7Bx8acBE5D9uet8x+fceleXxdVbSA3KcYg4pw+2vfXY99ZT+c9NmEYnoIkNwWNx0rqzFkdhEwBRl/ZDbZRvtRBC9Cajpl3E9h++paGygrm/v5OhZ071Fsk67BRt28K+9asByDl7Gkn9BgQ52p5HVvEcJ9v+Bswf7MHT7PAf1KqInJZF+OmpXR+YEEKITldfWc4X/3iKmqKCgOPDp57HWTfdgUYbuBTgZCPLjE8At9uO2fwTTc07cLtbMRgSiYmeSHj4YL9zPQ43rVtrsO9vwG1xojJo0KeHEzoqAW2koVPiE0II0T143G72566jYEsuTTXV3kZtGZkMmngG8RmZ/l9ga4S930L1TnA7IaoP9J8KMdl+p7o9CusO1JFbVE99i5MYk46xmTGckhmDWt3zVoZ2aoKyfPlynnvuOXJzc6moqGDhwoXMmDHDN64oCo8++ihvvPEGDQ0NTJw4kVdffZX+/fv7zjGbzdxzzz188cUXqNVqZs6cyQsvvEBY2LE1NOvsBKW6+hv27H0Uh8N/5U1MzOkMHvw0RkPSCf97hRBC9GKKAutfhx+eAEez//jwK+H8v4PRe1/bUtLAgx9tJb/a4nfqwMRwnr9iBMNSIzs76hOqI/fvDhfJWq1WRowYwcsvvxxw/Nlnn+XFF1/ktddeY926dZhMJqZNm4bNZvOdc80117Bz506+++47Fi9ezPLly7n99ts7GkqnqKz6gu077sLhqMVgSCIl5UoyMm4jLm4qKpUOs3kFubmzcTobgh2qEEKInmTF8/D1Q97kJG4AjLsNJtwNWWcAKtj2IbwzE9xOdpQ1ctXra8mvthBh1HLpqFTuOCObS0amEG7QsqeqmSv/s4bdlU3Bfled5rge8ahUqnYzKIqikJKSwgMPPMCDDz4IQGNjI4mJicydO5fZs2eTl5fHkCFD2LBhA2PHjgXgm2++4fzzz6e0tPSY9q7prBkUj8fOylWTcDrNpKZey4D+D6NWt21j3dJSwOYtN2CzlZGRcRv9+/3fCfu7hRBC9GKNZfDCcPC44Jy/wIR74PBNZEs2wPwZ4LDAhf/iio2DWF9o5vT+cbx09WgiQ9pqWBpaHPzmnVzWHjAzqV8c79w6vuvfz6/UqTMoP6egoIDKykqmTm1r6RsZGcn48eNZs8bb0GbNmjVERUX5khOAqVOnolarWbdund81Aex2O01NTe0+OkNz806cTjM6XSwD+j/SLjkBCA3NIinpUgCKi9/olBiEEEL0QgXLvclJ6liYeF/75AQgfZx3VgVo+eKPrC80A/DsrOHtkhOAqFA9T102HICV+bVUNLZ2fvxBcEITlMrKSgASExPbvZ6YmOgbq6ysJCEhod24VqslJibGd86RnnrqKSIjI30f6enpJzJsH0XxAKBWaVGpAn9rVCpZLiyEEKKDDt5f0PzMah619/7ioa34VXtkIuN7ve0cT49b6nJsekSjtjlz5tDY2Oj7KCkp6ZS/Jzx8KFptOHZHFfsP/MOXsBxit1dRWbkIgJSUKzslBiGEEL1Q5iRQqaF4DeTO8xbMHq46z/sBhJ37MCPSowB4eOF2Wh3tG4G2OFw8+vlOAIalRpASaez08IPhhE4HJCV5V7ZUVVWRnJzse72qqoqRI0f6zqmurm73dS6XC7PZ7Pv6IxkMBgyGzl+uq9GE0K/fHHbv/n8UFb1Kbe33xMVOQauNoKXlANU1S3C7rej1CWRn/77T4xFCCNFLRPeB0+6FVf+CL+6FzfMh+0zQGqByO+z+CjxOSMyBU27nkdQWrnpjLd/uquLMv//IeUOTSIw0Utlo4+sdldQ029Fr1fxtRk6v3Yj2hCYoWVlZJCUl8cMPP/gSkqamJtatW8edd94JwIQJE2hoaCA3N5cxY8YAsHTpUjweD+PHB7/QJzXlSlSo2Lvvb1it+7Ba97Ubj4gYwdAh/8CgjwtShEIIIXqksx8FXSis+DuUbvB+HK7/NJjxCuiMjM00Mu+mU3jwo62UN9qYt6ao3ampUSH844oRvpmW3qjDq3gsFgv5+fkAjBo1in/84x9MmTKFmJgYMjIyeOaZZ3j66aeZN28eWVlZPPLII2zbto1du3ZhNHqnoaZPn05VVRWvvfYaTqeTm266ibFjx/Lee+8dUwxd0ajN6WyipuZbmi07cLtavI3aYiYSFTXeL1t1ehSW1DayusFCtcNJuFbDqPBQLkqIIlonNStCCCEO01wJeV9A9S5wOw42ajsHUkb5nWp3uflxdzUbC+tpaHUSHept1DZlYAJ6bfsqDUVRWNVgYWldM6V2B3qVisFhIVycEEW6Ue937ZLmEr4t/Jb8hnycHiepYalMTpvM6ITRnTYr06mN2pYtW8aUKVP8Xr/hhhuYO3eur1Hb66+/TkNDA5MmTeKVV15hwIC2fQjMZjN33313u0ZtL774Yrdp1NYRm5ta+O2uQgpa/Vvdh2nU/LV/KrOTY4MQmRBCiJNFmc3BnbuKWN9o9RvTquCujET+mJWEWqXC5XHxr9x/MT9vPp4jai0BTkk6hadPf5r40BO/ya20uu8i+S02ztu4F4vbQ5xOy6WJUWSGGKhzuvi6ppE8q7c53StD+nBZYnTQ4hRCCNF7NbvcnLNxD4WtDkLUamYkRjHEFEKrx8MyczOrG7ydaH+bnsCf+6Xwt7V/44M9HwBwavKpjE8ej1FjJM+cx5LCJdjddvpG9uX9C98nRBtyQmOVBKWL3L6zkM+rGzg10sTbw7OJ0Gp8Yx5F4fH95fynpAaAwsnDMWp6xKIpIYQQPciLRVU8eaCCNKOOT0f2IyOk/aKSDyvM3Le7GIAFQ0K465tZADx3xnOcl3leu3OLmoq44osraHG18NuRv+XOEXee0FiD1qjtZLO63puV/qlvSrvkBECtUvGn7LauuB9Vmbs0NiGEECeHQ/eiezIS/ZITgCuTY3zHf972AwDjk8b7JScAfSL60DeqLwCvbHmlM8I9ZpKgHAfdwUY5LW7/Z3gAdk/b6yFHabYjhBBCHI9DTdusR7kXHf6gxKj1NoprcbVwtAcora7u0ZlW7prH4ZxY7/TUnL2lFLTY2401u9y+KbW+IQZmSg2KEEKITnDoXvRCURVrG9rvfOz0KDx1oAKAELWKf426AK1ay/ba7by27TXcnvZN4NZWrKXMUgbA3yb9rQuiPzqpQTkONQ4n523cS5ndiVYFp0eH0yfEgNnp4idzM40uNzqVivdHZDMpOjxocQohhOi9HB4Ps7bs963gGRdhYnCYkVaPh1X1FsrtTgCe7J/KzWnxzN0xl+dznwcgxZTCuKRx6DV69pj3sK12GwDjk8fzn6n/QaPWBP5LfyUpku1CZTYHD+4p4Udzs99Y3xADfx+UzoSoY1s+LYQQQvwaVpebR/LL+KDCzJEPemJ1Wh7rl8LlSW21KJ/s/YR/bvonjfbGdudqVBpmDZjFA2MfOOEreEASlKDYY7Wxqr6ZGoeLsION2sZHmdAc0ezG4/Gwd+9edu/ejdnsLZyNi4tjyJAh9O3bt9e2LBZCCNG5PB4720qX8F1VMeUOBZ1KYbDJwAUZ40mIHul3fqurlTXla9o1ajst5TQSQhP8L36CSILSTTU1NbFgwQJKS0sDjmdnZzNr1ixCQ0O7ODIhhBA9mcWyh23bf0tra2HA8aSkSxk86G+o1Z2/r93P6cj9W/qwdxGXy8U777xDdXU1BoOB0aNHk5aWhsfjobi4mM2bN3PgwAE++OADbrzxRtSy6kcIIcQxcDjq2LzlehyOWvT6BFJTriQsbDBudwtm80oqqz6nsnIhKtQMGfJssMM9ZpKgdJEdO3ZQXV2NyWTi1ltvJTq6bVVPTk4OY8eO5dVXX/UlK4c2UhRCCCF+TknJXByOWkym/owZ/QE6XZRvLDn5UpKSZrBl641UVH5CSsoVREWNDV6wHSD/TO8ihx7rjBo1ql1yckhiYqLv+IsvvuiyuIQQQvRsTU1bAchIv6VdcnJIbOzpvuP8/Ke7KqzjJglKF9HrvTtJNjU1/eK5UoMihBDiWGk03nuGzV4RcFxR2nqdGI2pXRLTiSAJShcZPHgwANu2bWP16tW43W0/ME6nkx9+8LYfVqlU3HLLLUGJUQghRM+TkDAdgKKiV6ms/Lxdh1iXq5ldeX8EQKuNYNCgvwYlxl9DVvF0oSVLlrBmzRoATCYTycnJKIpCWVkZNpt35+OpU6cyadKkYIYphBCiB1EUD9u3/5aa2u8AMBpSCAsbhNvTSmPjFjyeVkDNsGEvkJhwflBjlWXG3ZSiKGzcuJFly5ZhtVrbjUVERDB16lSGDx8epOiEEEL0VB6Pk8LCVygueRO3u327e5OpPwP6P0JMzMQgRddGlhl3UyqVimGjhrE3ZC+r81bTVN8EKoiOjSZnaA6D+w0OdohCCCF6ILVaR0rib6nbM42K4tU4nOWo0GMyDSJu+Hiiozqv+VpnkRmULnSg4QB3/XAXpZbAjdr6R/fn5bNeJjksuYsjE0II0ZOV7a3nm9d3YLM4A46nDYrmvDtyMIQEd15CHvF0Qy3OFmZ8NoMKawWJoYncMPQGcuJyUFDIrcpl/q75mG1m+kf358MLP0Sn1gU7ZCGEED1AU10rHzyxHqfNTUyKiRFnpRObGobL4aY4z8y2pSW4HB4yh8dxwW+DW0Ygj3i6oS/2f0GFtYLUsFTev+B9oo1tvVBGJYziwuwLOefjc9hXv4//bvsvd468M4jRCiGE6Cm2/ViK0+YmKTuSS+4fiVbXtgNx6sBo+o1OYMGTGyjcVsuBLTVkj4wPYrTHTpYZd5Hd9bsBuDD7wnbJySFJpiTf8StbX+myuIQQQvRstSXeotihk1PaJSeHxGeE+443f1vUZXEdL0lQuki0wZuU7K3fG3D88CdtfSP7dklMQggher6QMG9JQF2pJeC4y9nWdys2LTzgOd2RJChdZHrWdNQqNT+W/Mgz65+hydHWUbautY5HVj0CgEFj4LVzXgtWmEIIIXqYAeO9M/Bbfyhh07dFuBxtCUlTbStfv7odgNBIPZNm9QtKjL+GFMl2oXk75/H3jX8HQKvWkhmRiaIoFDYV4lbcqFDxxMQnuKTfJUGOVAghRE+hKAo/vb+XncvLANDq1UQmhOJyuGmsbgVAo1Nz4V3DSRsUE8xQZRVPd7asZBkvbn6RffX74NB3XgU5cTncP+Z+xiWNC2Z4QggheiBFUchbXcHGrwpprrMdfnshfUgME2f2IzY1LJghArKKp1s7JfI0HnSlsS+/AkutE1QQkWBgYGwKwyPSgh2eEEKIHkilUhE6OpadcW6+q26kwuVCBwwKNXJ5SiympJ63Ca3MoHShiv2NfPXKNmzWwI10TFEGLrpnRLfIcoUQQvQcX1Q3cE9eETZP4Fv6YJOR90f0JckQ3B5bMoPSDdksTl9yEpsWxtjpmSRlR+DxKFTkN7LhywIaq1v58uVtXPXYeHR6/6ViQgghxJH2WG3ctasIh6IwKSqM32YkMDQshBa3h2X1zfyjsJI8q43bdxby2ah+qFSqYId8TGQVTxfZvbYCm9VJTIqJmQ+Nod+YBMKijUTEhjBwfBKz/jgWgGazjZUf7QtytEIIIXqKN0trcCgKZ8WE8+HIvpwVG0GiQUdWqIGbUuNYPLo/AOsbrbxbYQ5ytMdOEpQuUl/ZAkDfUfEBZ0eMprZpt10ryrssLiGEED3bvhY7ADMTo9EEmB3pE2LwHb9fUddlcR0vSVC6SFi09wekPL8BJcAzQrfb4ztOHRjVVWEJIYTo4VIO1pWsbgjcqK3R6fIdnx4tjdrEEQackoRaq6JsTwNL/ruDhirvjIqiKNSWWvjq5W0A6EO0TLttWDBDFUII0YNcnRwLwLsVZh7eW0qF3QGAR1FY12Dh8i37AcgK0fNAZtJRr9PdyCqeLrRnXSU/zMvzzaAYQrUoHgWHzdv1T6NTc97tw8jMiQtmmEIIIXqYfxZW8kxBpe/zGJ2GVrdCq8fj+3zBiL4MCw/ucmNZxdNNDRyfRHRSKOu/KKBklxl7i3faTaNV0ycnlvEXZROTYgr4ta2trTgcDkwmE1qt/GcTQgjR5v7MJEaEh/Kvoipy65uxW1pR1GpMBiMXJ0bzh8wkUoz6YIfZIZ1yp2tubuaRRx5h4cKFVFdXM2rUKF544QXGjfN2Sb3xxhuZN29eu6+ZNm0a33zzTWeE060k9IngwrtH4HS4aa61oVJDeKwx4A6Udrud1atXs3XrVhoaGgBQq9X06dOHiRMn0q9fz9lTQQghROfq39LI7N0bGLd/P263d2Y+LCyMnJwcojLiAElQuPXWW9mxYwfz588nJSWFd955h6lTp7Jr1y5SU1MBOO+883jrrbd8X2MwGI52uV5Jp9ccdbYEvNNgb7/9NrW1tb7X1Go1Ho+HgoICCgoKOP300zn77LO7IlwhhBDd2Lp16/j66699n6tUKhRFwWKxsGbNGnbs2MENN9xAXFzPKSE44QlKa2srn3zyCZ999hmTJ08G4LHHHuOLL77g1Vdf5a9//SvgTUiSknpOsU5XW7RoEbW1tYSHh3PuuecyYMAA9Ho9ZrOZdevWsX79elasWEFqaiqDBg0KdrhCCCGCpLS01JecDB8+nEmTJhEXF4fb7ebAgQN8++231NXVsWDBAn7zm9+gVveM9TEnPEqXy4Xb7cZoNLZ7PSQkhJUrV/o+X7ZsGQkJCQwcOJA777yTurqjr8222+00NTW1++jN6urqOHDgAGq1mhtvvJGcnBwMBgMqlYrY2FjOP/98hg3zrvT54IMPghytEEKIYNq4cSMAOTk5XHrppSQkJKBWq9HpdAwcOJCbbroJgOrqalatWhXMUDvkhCco4eHhTJgwgSeeeILy8nLcbjfvvPMOa9asoaKiAvA+3nn77bf54YcfeOaZZ/jpp5+YPn2675nZkZ566ikiIyN9H+np6Sc67G6lvr4egNjYWGJjYwOeI7NPQgghAF+NYv/+/QO2sQ8La9vfbc+ePV0V1nHrlHme+fPnoygKqampGAwGXnzxRa666irftNLs2bO5+OKLycnJYcaMGSxevJgNGzawbNmygNebM2cOjY2Nvo+SkpLOCLvbiImJAaC2tpbq6uqA55SVlXVlSEIIIbqpQ/eMvLw8AnUOOfypw9ChQ7ssruPVKQlK3759+emnn7BYLJSUlLB+/XqcTifZ2dkBz8/OziYuLo78/PyA4waDgYiIiHYfvVlMTAz9+/dHURTmzZtHbm4uFosFl8tFZWUln332GXl5eQBcc801QY5WCCFEMI0bNw6VSkVeXh4LFiygtLQUp9NJS0sL27dv58033wQgOTmZ8ePHBznaY9cljdrq6+vJysri2Wef5fbbb/cbLy0tJSMjg0WLFnHxxRf/4vV6aqO2jrBarcyfP5/KysqjnnP22Wdz+umnd2FUQgghuqNNmzbxxRdfBJxBAYiOjua6667zzbYES0fu352SoCxZsgRFURg4cCD5+fn84Q9/wGg0smLFCux2O48//jgzZ84kKSmJ/fv389BDD9Hc3Mz27duPablxb0hQGu2NlDSXoEJFRkQG4Xr//RGcTifr169n69atvkc9Op2O7OxsJk6cSEZGRleHLYQQ4gRocbg4UGPF6faQGh1CQrjxqOe6PQqFdVYaWpxEh+rIjDWhVvvXmlRWVrJy5Ur27duH3e7dQDAmJoacnBwmTJjgt3glGIKeoCxYsIA5c+ZQWlpKTEwMM2fO5G9/+xuRkZG0trYyY8YMNm/eTENDAykpKZx77rk88cQTJCYmHtP1e3KCkluVy783/5vcqlzfa2qVmgnJE7hn9D0MjQ38fNDlcuF0OjEYDD1miZgQQoj2CmqtPLdkN9/tqsLpbrv9DkuN4L6zB3DOkLb7YKvDzavL8nl3XTF1Vofv9bgwA9ed2oc7zsjGGKDJp6Io2O12NBoNOp2uc99QBwU9QelsPTVB+WTvJzy+5nEUvN/yhNAEFEWhprUGAK1ay3OTn2Nqn6nBDFMIIUQn2FBo5sY312N1eFesxpr0GHUaKhpbObTJ/e+m9ud3UwfQZHNyzRvr2F7WCECITkNcuJ6aZjs2p3d/nZHpUbx763hMhp6z/YnsxdMNFTYW8te1f0VB4eK+F3PPqHtIMnmXCpc0lfB87vP8UPwDD698mJEJI4kL6Tnd/oQQQvw8m9PNPe9txupwc0pWDI9fPJTByd4btNnq4LWf9vP68gP86/t9TMiO5bOt5WwvayTWpOeJGcM4Z0giOo0ap9vD1zsq+fNnO9hS0sBzS/bw2MU9Z2VOR8izgi7yZcGXuBQXp6Wcxl8n/tWXnACkR6Tz/BnPA9DiauG+pfcFK0whhBCdYMW+WiqbbCRHGpl30ym+5AQgxqTn/50/mH4J3n4lV76+loWbvK0kXrp6NOfnJKPTeG/XOo2ai0ek8K8rRwIwd3UhDS0OeiNJULpITYv3Mc7w+OEBG+lo1G3PEbfVbuuyuIQQQnS+6mYbAIOTIwjR+9eNACRHthWxtjq9j4FGZUQFPHdketvrhx4Z9TaSoHSRflHenYe/KfgGq9PqN262mX3H1w25rsviEkII0fkGJHpXaq49UEdhrf89wOHysKeyGYD+CSbiw70rWhdsDNyY9KONpb7jmNCetUvxsZIi2S7S5Gji4oUXU2erIzMik1tzbiUnPgdFUcityuW/2/9LhbWCjPAMPr3kUwyak2t3ZyGE6M0UReHy19awsaieGJOe357Zl4n94jDqNOwqb+L15fvZWtpIiE7Dt/dP5ttdVTyxeBcqFcwel8Glo1JJijBS3tjKwk1lfHgwcXlixjCuO7VPkN/dsZNVPN3Uzrqd3P3D3dS21gYcTwtL45Wpr5AVmdXFkQkhhOhs1c02bnprAzvLA294G27Q8vI1o5k8IB6PR+Evi3cxd3XhUa93++Rs5kwfFLBsoLuSBKUba7Q38l7ee6zbvpTmqmpUKohITub0nGlcOehKQnWhwQ5RCCFEB7ncHnZVNFFa34peo2ZgUjjpMf6/zx0uDx/llvD5lnL2VDXjdHlIiw5lyqAEbp6YSUJE+2Zq6w7U8f66XdSat+JxN6LWRJEQO5KrTx3M2MzgdoX9NWSZcTdWsXEL+g83kVPVChzqHmtBlbuBymuGkT16XDDDE0II0QEej8Lbawp5edl+aprt7cZGZ0TxpwuHMDoj2veaXqvmmvF9uGb8Lz+WcTjqCLc9w8VJn6MkOn2vq1R6TK0zcDofQqeL/pkr9Gwyg9KF1nzyPqsXvAuAzmAkLqMPiqJQW1SIy+ldJjb11t8y4pzzgxmmEEKIY6AoCg99vI2Pcr0FqxFGLQMSw2l1utlT2YzLo6BVq3j9+jGcNejYOqUfYrfXsDH3cmw2b61JSEgGBn0iNnvlYa9lMnbMAvT62BP7xjqRzKB0Q9WFB3zJyfhLr2T8jMvRHdwXwd5iZeUHb7NlyZcsfet1MkeMITKhYz/MQgghuta3u6r4KLcUjVrFny8cwtXjM3z9Sqqbbfx50U6+2VnJAwu2svKPZ3Wo4+u+fX/FZishxJjB0KH/IDJylG+soWEjO3f9ntbWQvLzn2bIkOdO+HvrDmSZcRfZs3o5AAPGT2TS7Ot8yQmAIdTEWTf9BgCP28VHf304KDEKIYQ4dp9vLQfg1klZ3HBapi85AUgIN/Lvq71JRX2Lkz8t2nHM1/V47FTXLAFgWM6/2yUnAFFRYxk69J8AVFR+isNRd1zvo7uSBKWL2KwWAKJT0gKOH16F3VhV2SUxCSGE+PWaWr11IX3jwwKOH56w7KtuPubrut02FMV7bVNodsBzQkMyfccejz3gOT2dJChdJDHb26ht5/IfsDbU+403VFb4jidfc1OXxSWEEOLXGZYaCcC8NYVY7S6/8U3Fbb/rf3/OgGO+rlYbgdGYDkBh0X/8xhVFobj4v77Pe1INSkdIkWwXcdptvP3QPTRUVhAaGcWoaReS1H8geDyU7dnF5iWLsVutJGb34+q/Po9aE7gVshBCiO6husnGuf9aTkOLk4yYUK6f0IchyRHYXG5W7Kvl3XXFOFwezhuaxGvXjenQtSsqFrIr70EAYmPPJCnxEgyGROz2SioqF2I2rwBg2NAXSEy88IS/t84ifVC6qYbKChY99wR1pcUBx5P6DeCSB/9EWHTPW9suhBAno60lDdwxP5fKJlvA8bMGJfDvq0Z1qED2kKLiN9i//zkUxX+vHZVKS/9+c0hPv7HD1w0mSVCCwNVox1HQiLvZgdqgRZceji4p1K/Dn9vlJG/lT+RvWEtDZTkqlYqYlDT6nzqRAadORK2WmRMhhOgOCmqt5BbV09DiICpUz9g+0WTGmfzOs9hdvLMuj6/zV1HdWoFWraNfVH+uGzWZKQOTjqvTq9V6gPKKD2lsyMXpakSniyIqciwpKVcSGpp5HO8uOCRB6UJui4OGLw7Quq0GjvhO6tLCiL60P/rUwAVUQgghup/iuhYeXrSdFfv8tyU5vX8cT16a4+sS63A7eGnLS7yX9x52d/ti1dSwVB4a9xBnZZzVJXH3BJKgdBFPi5PqV7biqm0FQJcejjbWiMfqxF7QBC4PKp2auNtyMGR0j5keIYQQR1dc18Klr6yizupAo1Yxpk80yZFGKhpt5BbV4/YoxJr0LPztRFKjDdy99G5Wlq0EICsyi4HRA7G5bWyq2kSTw7vnzhMTn2BGvxlBfFfdhzRq6yJNPxTjqm1FE2Ug9roh7WZK3BYH5g/3YN/XQMOn+0i4b3SP2tBJCCFORn9ZvJM6q4OhKRG8es0YMmLb9tMprmvhN+/ksquiib8s3sUlkypYWbaSEG0IT5/+NFPSp/h+z9tcNp7f+Dwf7PmAJ9c9yZT0KUQaIoP1tnokWWZ8HFp3epvjRM3o5/cYRxOmJ/aqQQA4K1to3R54B2MhhBDdg93l5sc9NQC8MHtku+QEICM2lBdmjwTg+7wqvtz/LQA3D7uZszLOavePUKPWyJzxcwBodbUyZ8WcLngHvYskKMdBcXorqzUmXcBxlbFtgsrT6r9GXgghRPfhciu4Pd6qh1iTIeA5MSa977jV5V25E2MMvPJSrWq7xda2yj9SO0oSlOOg7+Odrmv8rsiXrByiKArNS9uWE4eOiO/S2IQQQnSMyaBlUJJ3l/lnvtntS1YOcXsUnv1mD+DdlXh88mgA5u2cFzABWVayzHf85wl/7pygezEpkj0Ojgor1S9vAZcHTYwR0+gENLEheCxOWnfW4ij0FkhFXdqPsPHJQYtTCCHEsflxTzU3z92AosCgpHAuGZnqK5L9bEsZuyubUangrRvHMSrTwKwvZlFprSRCH8GMfjMYGDMQm8vGmvI1fF/8PQAz+8/ksdMeC+4b6yZkFU8Xsu1vwPzBHjzNDv9BrYrIaVmEn57a9YEJIYT4VT7fWs7Dn26nOUD7+nCDlicvy+GiESkAFDcV8/tlv2dP/Z6A17p8wOXMOWUOOk3gUoCTjSQoXczjcNO6tQb7/gbcFicqgwZ9ejihoxLQRvo/x2xqamLv3r2YzWZUKhVxcXEMGDAAk8m/AZAQQogTw97SwoHNG6gtLsTtdBIRn0jWqDFEJ6X4nVtvdbBoSxkbj2jUNmNkKtGH1aEAuDwuvt20iM3rf6ClzoxaqyUmPYNzz7qKoSnD/a7d5HLzfV0TeZZWnIpCulHP2bERZIb43y88Hg+FhYWUlJTQ2tpKaGgoGRkZZGRkoFb3vCoNSVC6KZfLxXfffcf69es58tuu0WiYOHEiZ555Zo/8oRNCiO5KURS2fPslK9+fh6O11W980MQzmHrrbzGEdvwfiTarhR/+9yq7V/3kN6YPCeX0q25gxLnno1KpUBSF/5XV8vSBCixuj9/5sxKjeWpAGuFab0fx0tJSFi1aRG2tf31LQkICM2bMICXFP7nqziRB6YYURWHBggXk5eUBkJ6eTmpq6sFdKYupqPDuZjxmzBguuuiiYIYqhBC9yvrPPmbFe3MBiE5JI2PYCHQGA9WFByjesRUUheR+A7ny8afRaI/9UYzL6eTDx/5IZf5eUKnokzOS+D5ZOO12indspb68FIDTr76RUy6ZxQuFVTxV4P1d3z/UwKTocAxqFTstrayst6AAYyNCWTiqP7VVlbz55ps4nU6MRiMDBgwgPDzcNwNvt9vR6/XccsstJCYmnuhvWaeRRm3dUH5+Pnl5eWg0Gq688koGDGjbeltRFLZt28bChQvJzc1l9OjRpKZK3YoQQhwvi7mOVR++A8Ckq27glItnojpslroifw8f//VPVOTvYfvS7xh57vnHfO0dS7+lMn8vxrBwZs55nKR+h/1e93hY/9nHrPzgbVZ+8DbRp07muUJvcvJI3xTuTI9HfVjflNxGK1ds3c/GphY+qKzD+c3XOJ1OsrOzufzyywkJCfGd29LSwoIFCygsLGTJkiVcf/31v/r7053Js4Qukp+fD8Do0aPbJScAKpWKESNG+D5/4403ujQ2IYTorUp2bsPjdpGY3Z/xMy5vl5wAJPcbSFxGFgA//O+VDl27YGsuAKfMuLxdcgKgUqs5ZcblgDdZefXjj3EpMDoilLsyEtolJwBjIk30DzUCMGdXIcXF3jYVl1xySbvkBCA0NNQ3037gwAEaGxs7FHdPIQlKFzn0JE3qS4QQouv4fvdqj75TvFrzK38vH7y2Rhv4YcThnWXdHm/Nie5ntjzRHhxSHVZ5odEEjvvwe0kPrNQ4JnK37CJZWd4MfdOmTRQVFfmN79nTtkTtxhtv7KqwhBCiV0sbMgyVSk3F3t1s/e5rv5t5XWkJNYUFgLdWpCMyhnlnvtcv+oi60pJ2Y4qisPW7r3yf337ppaiBdY1W3i2v84tjt7WV3VZvZ9o5A/v4HvMvXrwYh6N9GwuHw8FXX3mvnZycTGRk79zjR4pku4jH4+Hdd99l//79APTv35+0tDQ8Hg/FxcUUFHj/B8nJyWHmzJnBDFUIIXqVlR+8zbqFCwBI6jeAPjmjfEWy+RvW4nG7iMvI5Oq/PY9OH7jFfSBOu433Hn6A2pIiNFotfcdNIOFgkWzR9s3e4llg/KVXMmn2dfx1fzkvFVcDMCYilMkHi2R3WFpZUtuEU1EYGmbky9EDqC4rZe7cuXg8HsLDwxk8eLCvSDYvLw+LxYJGo+Hmm2/uUTWLsoqnm3I4HCxevJht27b5jalUKsaNG8e5556L9ijThUIIITpO8XhYt3ABaz/9ALfLv/la1sgxnPfb+wmNjOrwtVsaG/j6lX9SuCXXb0yj03HqZbN9tS8eReGfhVW8UFSFI8Ctd2psBP8alEGc3nsPOHDgAIsWLaKpqcnv3MjISC699FIyMzM7HHMwSYLSzdXU1LBnzx7MZjMAcXFxDB48mOjoaL9zLRYLO3bsoLKyEofDQUREBNnZ2fTr10/qWYQQogMq8veybtEC6kqK8bjdhMXEMuT0Mxk+dXq7epFfo3L/Pgo2b6SxpgqtTkdcRhb9T5mAKcr/93qV3clXtY1+jdpGhIf6netyudi7d6+vUVtISAgZGRn079+/R/5jNugJSnNzM4888ggLFy6kurqaUaNG8cILLzBu3DjA+2zu0Ucf5Y033qChoYGJEyfy6quv0r9//2O6fk9PUI6FoiisXbuWH374AVeAjD8xMZFZs2YRHy+bEAohxM/xeNys/GA+G7/4FMXj3yAtbfAwzr/3QcJj4oIQ3cmlI/fvTvkn+K233sp3333H/Pnz2b59O+eeey5Tp06lrKwMgGeffZYXX3yR1157jXXr1mEymZg2bRo2m60zwumR1q5dy5IlS3C5XKSkpDBlyhSmT5/O2LFjMRqNVFVVMXfu3IBTf0IIIdosf+dNNnz2MYrHQ8aw4Uy66gam3HAbQ8+cilZvoDRvBx/95WEcNv8usyJ4TvgMSmtrK+Hh4Xz22WdccMEFvtfHjBnD9OnTeeKJJ0hJSeGBBx7gwQcfBKCxsZHExETmzp3L7Nmzf/Hv6O0zKHa7nb///e84nU7OPvtsJk2a1G760Wq18uabb1JXV8ewYcOYNWtWEKMVQojuq7G6kv/eexsoCuff/QCDT5/SbryhqpJ35tyH3Wpl/KVXMGl272x61l0EdQbF5XLhdrsxGo3tXg8JCWHlypUUFBRQWVnJ1KlTfWORkZGMHz+eNWvWBLym3W6nqamp3UdvVl5ejtPpJDIy0i85ATCZTAwbNgyAHTt2BCNEIYToEUrzdoKikDpoiF9yAhCVmERiVl8A30of0T2c8AQlPDycCRMm8MQTT1BeXo7b7eadd95hzZo1VFRUUFlZCeC3d0BiYqJv7EhPPfUUkZGRvo/09PQTHXa3cqgxj8vlwhPgeSmA0+nsypCEEKJHUh8sJHXa7EdtaOa027syJHGMOqUGZf78+SiKQmpqKgaDgRdffJGrrrrqV686mTNnDo2Njb6PkpKSX/6iHiwlJQWTyYTVamXx4sV+yUhlZSXbt28HYPLkycEIUQgheoSMocPR6HRUF+5n9YJ38Ljd7cZLdm2nrtTbVv6c2+8JRojiKDpljVLfvn356aefsFqtNDU1kZyczJVXXkl2djZJSUkAVFVVkZyc7PuaqqoqRo4cGfB6BoMBg+HYm+f0dFqtlgsuuIAFCxawefNm9uzZQ9++fTEajdTW1lJYWIiiKMTFxXHaaacFO1whhOi2TFHRTL76Rn6c9wZrP/2QnT8tJWPYcLR6PdVFBVTs3Q14V/IMPePsIEcrDtepi6hNJhMmk4n6+nqWLFnCs88+S1ZWFklJSfzwww++hKSpqYl169Zx5513dmY4PcqQIUO4+uqr+fLLL2lsbPTNmBwyePBgLrzwQr9aHyGEEO2NPv8S9KEmlr/zJs11Nez86QffmEqlZthZ5zDl+tuOuqeOCI5O6YOyZMkSFEVh4MCB5Ofn84c//AGj0ciKFSvQ6XQ888wzPP3008ybN4+srCweeeQRtm3bxq5du47phtvbV/Eczu12U1hYSEVFha9RW1ZWFrGxsX7nelqcWDdVYz/QiMfiQGXQoE8PxzQmEW1sSICrCyHEyaN0Ty2bv91FfXkLHg+YIrUMGN+HYWf0RaOVxpddoSP3705JFxsbG5kzZw6lpaXExMQwc+ZM/va3v6HT6QB46KGHsFqt3H777TQ0NDBp0iS++eYbmQ0IQKPR0LdvX/r27fuz57Xm1WFesBeltX1TN/u+BpqXlRJxTgbhZ6Yfd7dEIYToaVxONz/O383e9VUHX9EDYG2E6uISdiyvY/odOcSkmIIXpPAjre57AUdJM9WvbgWPgjYx9OCMiRG31Unr9lrs+xoAiLq4L2GnpQQ3WCGE6GLfvbWTveuqUKlVDDglkfTBMWh1ampLLexcWU5rk4PQSD1XPTIeY5gu2OH2akGfQRFdq/G7IvAoGIfGEnv1IFSatqnKsFOSaVpWQtM3hTR8vp/QkfGoQ+V/QCHEycFcbvUmJyq46N4RpA+K8Y31HZ3AiLPSefextbQ0Olj+4V7OvWVoEKMVh5OHbr2Ao6QZgIizM9olJ4eET07zHbfuquuyuIQQItiqChsBSBkQ3S45OcQYpiM+IxyAfRuq/MZF8EiC0guo9d7Gbu7GwM2GPC1tfVTUJpk9EUKcPHQG74OClkY7Hk/gigZ7i/+GrCL4JEHpBUJyvDtw1i/Mx17UfhsAV4ONuvl5AOjSwggZ7L/6Rwgheqv0wdHojRrqK1v48Z3dOA5bSKB4FPasq6S21DsLfe6t8ninO5EalF4gYmoGtr31uKpbqHl1K9rEULQxRjxWJ47SZvCAyqAh+rL+wQ5VCCG6lCFUxxnXDOS7N3exe3UF+bnVJGZGoNN7i2Qt9d6Z576j4uk3OiHI0YrDySqeXsLT4qThywJaNlfDEdOYhr6RRF3SD11CaJCiE0KI4CreVcfKBfuor2xp97reqGHkORmMOa8P6gA1fOLE6sj9WxKUXsZtdeIobMJtcaA2atCnhQds0uZ2t1JevoCa2u9pbSkElQaTKZuE+OkkJc1ArW6rVVEUhR/NzSyoNLO9uZVWj4dkg47J0eHcmBpHokHqWoQQXc9msbD1+68p2LyRpppqNFotcRl9GDTxDAaMn4jqiP3fFEWhttRCXZkFt9NDRGwISf0i0R2s4xOdTxIU8bMslr1s3XY7NlvgTRfDwgYzYvjrGI0p2Nwe7sor4suaxsDnatS8NLgP58VHdmbIQgjRTtnuXXz+jydpaWwIOJ42ZBiXPPAnjGFhXRuY+FmSoIijcrmaWbtuOnZ7BQZDMhkZtxAZMRJFcdPQsIHikjdxOs2EhQ1m3NhF/GFvOe9WmNGpVNyYGss5sZFEaDXsbbHxVmktm5tb0KlUfDN2AEPDpJ2+EKLzNdfVMu/Bu7C3WIlJSWPMBTOIz8zC5XBQtG0Lm77+HKetlcwRo7lszuPSQbsbkUZt4qgqKhdit1cQYsxg3LiF6HRRvrGoqLEkJl7M6jWTsVjy2HngVd6rOB2Ad4dnMzkm3HfuyIhQLkuI5tLN+WxosnL5lnx2Tcrp6rcjhDgJbVmyGHuLlaS+/bni0afQGdq2SUkfksPACZN4+6F7KNy6iT2rlzNo4hlBjFb8WlIRdJKxNHuXHCclX9ouOTkkJCTVd1xd/C8UYKDJ2C45OUSrVnHGwdfNTnenxCuEEEeqLioAIOfs89olJ4fE98nyHa/99MMui0ucWJKgnGR0umgALJbdAccVxeM71oQMBKDM5qDBGbiRUbndcYIjFEKInxcS7n00UFtcGHDc7WprTpmY3a8rQhKdQBKUk0xi0sWAipqaJezb9yROZ1tjN4ejll15DwGgVhsZP+pN+ocasLg9XLvtAHustrZzPR7ml9fySVU9AM8PTO/S9yGEOHkNmXQmAJuXLGbdwgU47W2/m5pqqvn8+ScBCImIZOotvw1GiOIEkCLZk1BR0evk738GAJVKhyk0GwUPLS0HUBQ3oGbI4GdJTr6U7c0tzNyST5PLO7PSx6gnQquhoNWOxe197YL4SN4YmolaCtGEEF3kx7mvs+nrzwHQ6g1EJ6fgcjiorygDQKPTMeMPj5A5YnQwwxRHkFU84hfV1HzP/gPPY7Xubfd6RMRI+vX9I9HRp/heK2y185f8cr6pbcRz2LkJei13ZSRwa1o8mqMlJ4oCkrgIIX4FRVGOugJHURR2LV/Kmk/ep7Gqst1YRs5Izrj2ZhIys7siTNEBkqCIY6IoCjZbCS0tRahUakJDszEak496foPTxS6LzdeobaDJGDgxKV4Ha1+BolVgrQFDBKSOhjE3wpAZkrAIIY6qeFcd25eVUbG/AbvVhSFUS3LfSIadkUafYf57iSmKgrm81NeoLTYtA1NUdBAiF8dCEhQRHIoCPz4Jy589+jmDLoRZb4LW0HVxCSG6PcWj8NMHe9m5vOyo5wyZmMwZ1wxCrZZ/5PRU0gdFBMeOT9qSk5HXwpgbIDrTO4uycxGsegF2L4bvH4fzngxmpEKIbmbr0hJ2Li9DpYKcKWkMHJ9EWLQRa4OdPesq2ba0hF2rKohMCGX0tD7BDld0AUlQxImz+t/ePyc/BGc93PZ6WAIkDoXUMfD+lbD2ZTjlNojJCnwdIcRJRVEUtnzv3Xpj8uwBDDsjzTcWGqEnPiOcmGQTP76zmzUL9zN0ciqGELl99XayzFicOLUHC25HzA48PmBa23HJus6PRwjRIzjtbqwNdgAGjE8KeM6AUxJ9x5Z6W8BzRO8iCYo4cSJSvH8Wrgg8Xrm97Th+UOfHI4ToEXR6DYZQ74xI2d6GgOeU7Wt7PSRM3wVRiWCTBEWcOKNv8P751UOw5hWwHdwB2eXw1qC8O8v7+ZAZkDIyCAEKIbojlVrF4NO8Kwi/f3Mnu1aV43R4t89wOtzk/f/27js+qip9/PhnSmYmmfSQDgmht1BiQbDBF6SsBQV/rsiuIK5gV3RVLKgoRdDVtaK7ropSbCsWXFCKgEikJfReQnoCkzYpk2nn98fAQJgoAUMaz/v1youZuWdunmfuTObh3HPOXZfLsv/sBKDnwNYEBEuBciGQWTyi/ric8MVYz0BYADRgbgVVJeA+vvR0VDcYuxjMvtMFhRAXLofdxeI3t5J7vKdEo9VgMuuprnDidnu+pmI7hHD9A73xM+oaMVLxR8g0Y9F43G5I+wh+nXNyTApAYDSk3A5XTAKD2edpSrmw24+BRofBL0Iujy5EC6OUwlVSgrLb0YeHo/Hz82njcrnZtiKbHWuyKTt2cpxJULiJHlfH02tQG3R66fhvzqRAEU1D+VEoLwBTMIS0qXWBtvLyfWRkvM0xy0+4XBUA6PWhREUNI6ntfZhMcQ0dtRCiHjmLi7H869+ULV6M8+hRADRGI+Z+/Wh190T8e/f2eY5SispSO1XlDkxmP8yhBvlPSwshBYpoFgoLl7Jj5ySUOnFFZC2gjv+AXh9Er17/ITTkosYKUQjxB1QfOkTmuDtwFhaefFCnA5dnfAkaDdHPPE34mDGNE6BocGfz/S19ZaJRVFVls3PXIyhlJyLiai65eBH/N3APAwfsok+feQQH98LptLJ9+304neWNHa4Q4iwpl4uchx7CWViIISmJ1u+8Q+ct6XTZvo2kb78h+IbrQSkKpk2natu2xg5XNEFSoIhGkZf3X9zuakJDL6VXz38THNwTjUaHVmsgPKwfKX3mA2C3H2XPnqfPsDchRFNTuXET1fsPoA0JIXH+PIL+byBakwmNVoupUyfiZs3C2LEjKEXGLX9u7HBFEyQFimgUNls2ABHhV6HR+I7I1+n8vbcLChf7bBdCNG2OHM81dfyTk9GHh/ts12g0GNq2beCoRHMiBYpoFP7+CQAcPbYC94kpyKc49bRObOzNDRaXEKJ+GBLaAFC1ZQuOgkKf7Uopqg8d8tzRybRh4UsKFNEoYmNvRqcLoKwsnfQtYykqTsXlqsTptHLs2Eo2p3m6fI3GGDp3eq6RoxVCnC3/iy7C2K0r7vJyjowZQ+n33+MsLsZts1G1dSs5Dz6I/eBB0OlI+vKLxg5XNEEyi0c0mmPHfmL7jgdwu6tq3e7nF07vXh8QHJzcwJEJIeqDPSuLzDvG48jOrr2BXk/s1KmEjhrZsIGJRiPTjEWzUVWVSUbGHI4eW47DUQSA0RhLdNSfSEycgMHQyuc5NoeLQ0crsDldxIaYiA3x92lzglKKbGs2FpuFIEMQicGJ6LVyFVQh6oPz2DHPWBO9HmNSEtqAAJ82rvJyij78iNLF3+E4kgmANiiIwCuvJGLCXZi6yHW5LiSNWqC4XC6ef/555s2bR35+PnFxcYwbN45nnnnGu9DOuHHjmDt3bo3nDR06lKVLl9bpd0iB0vIopXC5ytFodOh0vn/kAArKbLz8w14Wb8vF5nB7H28faebeAR0YmRLvfY853A4W7F7AJ7s+oaCywNs2yBDEyA4jmdhrIkGGoPOblBAtlHXlTxx7+21sO3eefNDPj6CBA4mc9DDGpKRan+e22VAOB9rAQFl47QJ1Nt/f9f5fyVmzZjFnzhzmzp1L9+7d2bRpE3fccQchISE8+OCD3nbDhg3jww8/9N43Go31HYpoRjQaDXr9bxcM+wus3PqvX7FUeBZ1Cw3ww2zQU1Bm4+DRCh79YiubjhQx46ZknG4n96+8n3W56wAwaA1EBkRSUl2C1W5l7q65rM5ezYfDPqSVv28PjRDitx195x2OvfGm545Ggz42BlVtx2WxYP3xR8rXriXhX+8RcPHFPs/VmkxgMjVwxKK5qvcCZd26dYwYMYJrr70WgLZt27Jw4UI2bNhQo53RaCQmJqa+f71ogdxuxYOfbsFSYadrbDDTbuxBSkIoGo0Gq83Bx6lHeHXZPhZuyKJf+1bk8i3rctfhr/dn8qWTubbdtRh1RlxuF7/k/sKLv75IRlkG03+dzmsDX2vs9IRoNio3b/YWJ+F33EHEhLvQh4UBYNu7j4Jp06jcuJGcSY/Q/scf0Pr/9ulXIc6k3mfx9O/fnxUrVrBvn+dCcVu3bmXt2rUMHz68RrtVq1YRFRVF586dueeee7BYLL+5z+rqasrKymr8iAvHrrwydueVYTbomHfnpVyUGObtHg4y+XHfwA78KdlzqfYHF6bz9YGvAZhy2RRGdhyJUefpndNpdVzV+ireHvQ2AMszl7PLsqvhExKimSpZtAiAkJEjiX7icW9xAmDq3Ik2//4XAM6jRymYMaNRYhQtR733oEyePJmysjK6dOmCTqfD5XIxffp0xpxyrYVhw4YxcuRIkpKSOHjwIE899RTDhw8nNTUVXS3z4WfOnMnUqVPrO1TRTBSUea5qmhhhJiKw9lOBieEnx60cqzoGQO/I3rW27Rja0Xs705pJt4hu9RSpEC3biYv9+ffuVet27Smnbyo3bGyQmETLVe89KJ9//jnz589nwYIFpKWlMXfuXF555ZUag2JvvfVWbrjhBpKTk7nxxhtZvHgxGzduZNWqVbXu88knn6S0tNT7k5WVVd9hiyasU7RnbMqe/DK2ZJX4bHe7FRsOe2YA+ek0tA9tD8B/9/+31v39kPGD93afyD71HK0QLZexQwcASr/+BmW3+2y3Z2Z6b4ePG9tgcYmWqd5n8bRp04bJkydz3333eR+bNm0a8+bNY8+ePb/5vMjISKZNm8bEiRPP+DtkFs+F574FaXy/LQ+zQceEq9ozqGsUgUY9BwrL+XDdYX45YEGn1fDVPf3Jd63n76v/DsDwtsO5qeNNtA5qjaXKwg8ZP/Dpnk9xKid3Jd/FgykPnuE3CyFOsGfncOiGG1CVlZh69CDizvEYu3RB2e1UpKZiee9fuIqL8e/Th8QF82WmjvDRqLN4Kisr0WprdszodDrcbvdvPAOys7OxWCzExsbWdziihXhpZDLFFXbWHbTw2vJ9vLZ8X43tBr2Wl2/uSa82ofRiKFnWLN5Ie4MlGUtYkrHEZ3/Xt7uee3vf21DhC9EiGFrH0/rNN8h5eBK2HTvImfSITxtj167Ev/5PKU7EH1bvPSjjxo1j+fLlvPfee3Tv3p309HQmTJjA+PHjmTVrFuXl5UydOpVRo0YRExPDwYMHefzxx7FarWzfvr1O042lB+XC5HYrvtuWy5ebs9mVW0aVw0VMiIkrO7Ri/BVJJEaYa7TfZdnFgt0L2FSwiSJbEUF+QSRHJnNzp5u5PO5ynz+gyq1w5FfgKrJ5pk9G+aNv5S9/aEWT4nYrLNnllB2rQqvTEB4XSEhk/cyWsTpdbLVWYnE4Cdfr6RUcQLDed1ygo7CQorlzsS5bjjM/H41ej6F9e0JHjSR05Eg0BkO9xCNankZdqM1qtTJlyhQWLVpEYWEhcXFxjB49mmeffRaDwUBVVRU33ngj6enplJSUEBcXx5AhQ3jxxReJjo6u0++QAkXUJ6UUlWmFlC0/gqu4usY2v1gzIX9KwtQx7DeeLUTDUEqx8+dcNv0vg4qSmu/TqMQgLr+5I3EdQ89p38UOJ9MP5vF5fhH2U74S/DQabooO5dn28bQy6L1xFC9ciOXd93AW1rwIoKlXT6KfeIKAlJRzikO0fLLUvRBnoXRpBtZVnoHXGoMOv5gAT29KXgW4FGggbFQnzBfXrYAW4nxYvXAvO1bnAGDw1xMea8bldGPJLsftVmi0Gob+rTvtU6LOar8Wu5Mb0vZzsMpT9CSYDMQZ/ci3O8io8gyEbWMysDilI1EGPfnPT6Xks88Az5L1xg4dUNXV2PbtA6cTdDri//kawddcU4/Zi5aiUcegCNGcVGeWeYuT4GsSCboqHo2fp0vbXemgdEkGFRvzKf76AKZOoeiCZcVj0fAyd1rYsToHjQb6j+pA8oDW6PSesX5VVjs/f7aP/ZsKWfnJHuI7h2Ey+9V53y8ezOVgVTXxRj/e7pbIZaGB3m1ppRXcu/sIGVV2phzI4dVjRzzFiVZL9BOPEzZ6tPd0jtNiIX/aNKxLlpL39DOYL7sMXZBcTkKcu3qfZixEc1K11bOuQ0CfKIIHJXiLEwBtgB+hIz3TKnG6OTZXFnUTjWP/Rs/1pHpc3ZregxO8xQmAf5CBweO7A2CvcrLio7q/T11K8U1hCQBzTitOAFJCzLzfvS0A3xaWkPvtdwCE/WUM4WPH1hhroo+IIP7llwFwl5WR99RTZ5ekEKeRAkVc0NyVTgD0vzHI8NQBso7c8gaJSYjT2Y6/T0Oja7+QplZ78n1qyamo837tbkXV8RmW7QNqv0ZOu1Med5SWAmBs167Wthr9yU756v0H6hyHELWRAkVc0Pxae/7HWLGpAFe578JTjsJK7+3QEe0bLC4hThWV6DlVsvPnHKqrnD7bj2Zavbf7jaz7+9Rfp6XT8QLkrcwCahuS+HbmyauBhyUnA1C8YCGuct+CvWrHyasbRz4yqc5xCFEbGSQrLmjuaicFr6XhKqlGG2Qg8PI4DPGB4FZUHy6jPDUXVe3CkBhM5MSeaLQy5Vg0vKpyOwunrqfK6iAo3ETywNZEtgnE6XCTs7eYHatzcDrcJHSP4Lr7e57V1PhvC0uYsDMDgKvDgvh/MWHEGQ0U2B38t6CY5RbPtc9e75LAKIPi0PU34Coqwi8+nrAxYzB164qqrqZiXSrFn32GstkIHDCA1nPekSn6wofM4hHiLDiOVmKZuwvnsapatxsSg4n4a1d0gbK2g2g8R7OsLJmzHWuRrdbtbbqGMfSuHhgD6j5A9oT3s48y9UAujlq+DnQaeDIplvsTPbPYbLt2kXX//Thz82rdl/mKK4h/7VUZICtqJQWKEGdJOdxUphdStduC02JDowV9VAD+yZH4d4/w6TlxKzc7ju1gT9EebE4b0eZoLom5hHBTeK37zy3PZXPBZopsRQQbgklulUyHsA4NkZpoBqqqMikp2YTDUYzeL4SQ4BTMZt9xHo5qF3tS8ziyw3J8oTYt4XFmOl4STdvkCJ8eC5dbkZ5ZzO58K9UOF63D/OnXrhUhtRQxGVXVzMu1sKG0giKHk1C9jotDzPwlLoIOp41PcVdWUrJoEeVr1uDIzkHj54exY0eCr/0TgVdfLT0n4jdJgSLEebQ+bz3Tfp1GRllGjcf1Gj2jOo3ikYseIcDPM5jxaOVRpq+fzorMFT776RPVh2cve1YKlQuYzZbLnr1TsFhW+WwLC72MLl2mERCQdE77XrG7gOe/20lWUc2eQYNey9h+iTw6pDMmP99VYoU4n6RAEeI8WZm5kkmrJuFWbsx+ZlKiUgj0C+Rg6UH2FXuuD9QrshcfDP2AMnsZY74fQ25FLho09IzsSXxgPJYqC2mFaTjcDsx+ZuYOm0vn8M6NnJloaDZbLhs3jcJuLwS0hISkYDLFUV1dQGnpZpRyoteHcvFFX9Tam/J7FqVnM+mzrQAEm/RcmhSOyU/HnnwrBwo9g1uv7NiKD8ddgl4ncyVEw5GF2oQ4D6pd1UxNnYpbubmu3XU83fdpAg0n141Yn7eeR1Y9wtajW1m4ZyGHSg+RW5FLQlACrw98vUZPSWFlIY+tfoy0wjRe/PVF5v1pXmOkJBrR/gMzsdsLMZs70jN5To2ekqqqHHbsuJ8y6zb27ZtKnz5z67zfMpuDZ7/2zKa5rW8CU67thr/B01OilGLlnkIeWJjOz/uP8VVaDrdc0qZ+ExOinkjpLEQdbS3cSpGtiCj/KF64/IUaxQlA39i+DGgzAIBXNr3iPa0ztf9Un9M4UQFR/GPAPzz7PbqVjfkbz38CoslQysWxY573R7dur/icxvH3j6dHjzcAKCpeS3n5Pp99/JbUgxas1U7atTIzbUQPb3ECnnV9BnWNpnebUAAe/++2P5iJEOePFChC1JHN5Zk9EWwMxk9b+0yJYMPJLkub09M+3L/2gbOnti23yyJwFxKl3LjdnnV3DH4Rtbbx8zt5gUqXu/YZZrWxOVwAhJkNNRZwO1WQSTrPRdMnBYoQddQ9ojt6rZ4DJQf45sA3PttLq0v5OednAAa0GUDvqN4AvJH2Bg6Xo0ZbpRRvbXnLe79fXL/zF7hocrRaP4KDewFw8OAruN01F19Tys3Bg6947wcFdq3zvlMSwtBoYPORYpbuyPfZfqy8ms1HSgAYldL6HKIXomHIIFkhzsLraa/z/vb3Abgy/kqubH2lZ5BsyUG+PvA1FpuFUGMoX17/JQWVBYxdMhanctI2uC3XtbuO+CDPINkfM35k2zFP9/rMK2dyXbvrGjMt0QiKilNJT78dcGM2dyQmeoR3kGxBwWKs5Z5xJD2T5xAZOeSs9j3l6x188usRAIZ0i+aqTpH4++nYk1/Gl5uzKa50EB1sZOlDVxFmlvV9RMORWTxCnCdu5eafaf9k7s65uJXbZ3ticCL/uPof3lk5P2f/zNNrn6a4utinrUln4rFLHuOWzrec97hF01R49Ad2734Sp7PUZ5tOZ6Zzp+eJjR151vt1uNy8uHgXH6ceqXV75+gg3vlLCu0jA2vdLsT5IgWKEOdZRmkG3x/+3rtQW4w5hn6x/bgm8Rr8dDXHp5Tby/nf4f+xqWCTd6G2nq16cl3762jl38pn347cXMrXrMGemYVGp8XQvj2BV1+NPizMp+15VZIJ+3+EosOg1UNUV+g4BAJ8x9Q4ql0c2WHhWJYVp9NNUJiJNt3CCY81+7RVSrHpSDEbDhdhKbcT4u9HSmIo/dpF1DrlNac8h5+zfybbmo1Oq6NDaAeuan0VIcYQn7Z2WxWH0zdx9MhhnHY7wa0iSeyVQkS870wV5XZTlZZG5abNuIqL0IaEENC7NwF9+6LR+a4PYs/Opnz1as/CZHo9xo4dCBwwAF0tf4Pc1S5se4tw5FWgHG50oUZMncPwi/S92J+9upgdv35A9u6tVFkrMJr9ie/cg+TL78RkivRpfzb25lv5dmsOe/Ks2F1u4kP9ubpTJNd0i5bpxaJRSIEiRDPkrqqi4KVZlHzxBbhr9s5oTCZa3X03ERPuQqM9z18s9kpYOhnSPgZO+/Og94erH4fLH4bjcexel8cvX+6nutL3InZJvVox8K9d8D9+mYC9+VYe/WILO3LKfNu2MjP75p5c0tZTAFU6Kpm1cRaL9i9CnRaHv96fe3rdw7ju47yrlm7/6UfWfPIBtgrfAccdL+3PNRPuxz/I8/fCtncvuZOfpHr3bp+2hrZtiZ0xg4CUPgC4KyrInz6D0kWL4LQ/l5qAACLvv5/wO07GUb4hj9L/ZaBsvq+Hf3Irwm7qgPb4Sq6FGYdY+s5rHD1y2KdtWFxrht3zEHGd6j7+RIimTgoUIZoZ5XaTNWEiFWvXAhBw8cWYevRAOZ1UbtxI9d69AITfcQfRTzx+/gJxu2DeKDj0k+d+4hUQ1xtcDshYC4XHr1Z7+UNwzQvsWJ3N6oWeKbDBrUy06RaBwajDkltB1u4ilFsRHmfm5icuJttqY8RbaymzOTEbdPxf12jiQk0ctVazck8hJZUODDotCydcRu82wUxcNpH1+esBuCTmErqFd8PutrMxfyMHSg4A8Lfkv/FQykOk/7CYlR+8C0BodCyJPfvgZzJxLOsIR7amo5SbyIS2jJ72Cu6cPDL+/GfcVivagAACBwzALy4W59GjlK9ajau0FI3BQOInH2Pq3p3MO8ZTudEzDTygb19M3bqh7HYqN6yner8njoh77ibqoYew/pJD6XeHANBHmDB2DENj0OLIr6R6fzEo8Is1E3VvL4oKclnwzKPYqyox+PvTLuVSglpFUlFk4VDaRmwV5ej9DPz5+ZeI6dDp/B1zIRqQLNQmRDNj/fFHKtauRePvT5t33sbc7+SsHqUUJZ9/Qf5zz1H04YeE3jwKY/v25yeQnYs8xYmfGW77FJKuOrlNKdj0AXz/CPzyOtVd/sIvX3kuGHfRsEQuvaFdjWmtlpxyvvlnOkW5FWz7KYv3Co9RZnPSJyGUf99+Ma0Cjd625dVOHv40neW7C3nu2x3cfW0p6/PXE6AP4K1Bb3FJzCU1Xo9P937KjPUzeH/7+wyPG8Ka+R8CcNnIP9Pv/92GVnvyFE1hxiG+mPYMRzMz2PLD98T8bzluqxX/Pn1o/fZb6MNPnrJylZeT8+ijVKxeQ/606YSNuY3KjRvRms20ee9dAi6+uEYcxZ/Mo2DGDCxz3iX4TzdSuiQbgKBBCQQPSqhxDSd7TjnH/rMdR14F5b/msXrt+9irKonv0o0bHn2agOCTp6yqKytY/PpsMrZsZuVH73HbtH+c8yEVormSk5BCNAHlP3umJ4ePua1GcQKexbXC/nxyIG3GbWPOXyAHjl8zqO/EmsWJJxC45E7v3bz/PIGz2kVodAB9R7TzWXMjIj6Q1l08X/6/fn2I1fuOAjDjpuQaxQlAoFHP7Js902535JTxzd6VAPyl219qFCeeMDSM7jLae3/Ciok4q6sJj2tN/1v+UqM4AYhq24423XoAsGbeB1T88gsAsS9MrVGcAOgCA4mbMQMA2/btlH77HQDh48bVKE5OxBF++1+993Of+gc43eijAwgenOBzgUlDfCCGRM//GIsXH+TIds9S9NdMeKBGcQJgDDAz7J6HAcjbv5eCwwcR4kIjBYoQTYH7+JlW/Zk7NZXdfv7iODEzSVf7QnQ1m3oWBDv9i/hUpxYtJ04m++lqb68/5XH38cZ67ZlfD6fyjPXQ/s5rd2rR4j2r/RvtNac+fvz10PjV4fVwnXw9fvNqvjVeD8++dbra49CeMlBXuX1njAnR0kmBIkQTYO53GQDF8xdQtX27z/aypUu9txPnfXL+Aml3teff9e9Cbrrv9u1fem/GjnsRnV5LcV4F6csyOX04W+nRKrJ2FwGQMjSR/h08K6Y++81OrLaaC9dVO108s2gHAPGh/lzb4UoA5u2ax26L70DW7w997739ztVvodPrOZaZwebvv/aJoyQ/j6xdnte078hbMV96KQAFL07DVV5Ro627upr8qVMB8GvThqBhwwAo+ugjbLUMqC395uSCfXHPPwg6DY68Cqxrc3zicByrwp7hmU4cMritt1dnxQdzsNtqrhTrtNtZ/u+3AQiLjSO6nVzxWlx4ZJCsEE2Acjo5MnYcVZs3g1ZL4MCB+PfojnI4qdywgcpNmwAIveUWYl+Yev4CcTngwz9B9gbQ6KDzcIjtDS67Z5Bs5jpPu4vvhOteJe2HI6Qu8px+aNUmkITuEfgZdRTlVnBoy1FcDjfBkf7c8tQlHC6t5Ka311HlcBFhNjCsRwzxYf4ctVbzw458cktt6LQaPh5/KZe2C2HcknFsO7YNnUbHgDYD6BreFYfbwcb8jaQVpgEwustonur7FOsXfc7aTz8GICqpPW17pWAw+XMs6wj7N6zD5XAQFhvHmBn/RGVmknHraJTNhi4igqAh1+AXG4fz6FGsy5bhzM8HvZ6E998nIKUPGbeNwbZjB+j1BA0ciKm7Z5Bsxa/rqUrzxBF2+1+JeeopylZkUrbMs/aIX3wgpk4nB8lW7TwGToU+0p+o+3tzNCeDT599HKfDTkBIKB37Xk5QRCsqSorYv34d5UUWtDod/++Z6bQ+XswI0dzJLB4hmiGX1Ures89iXbLUd6NOR/i4sURNmlTzFMT5UFUC3z0Iu3yX80ejg/4PwP9NAZ0epRRbV2Sx/ptDOB2+pyHiO4Uy+I5uBIaZAEjPLGbSZ1vIsFT6tI0KMjJrVE8GdokCPJcOeH7d8yzPXO7TVq/RM67HOO7vfT86rQ6lFJsXL+KXz+fjtFf7tE/o0ZNh9z1CULhn3ZnK9HRyn5iMIzPTd99RUcROn0bglZ5eHFdJCbnPPEP58hW+r4deT8Tf7iTygQfQ6DxxlK/JoXTZEXD6vh7GDqGE39IJXbBnDE7Onl0seedVSgt8l6QPDI9g6N0P0bZXiu/vFaKZkgJFiGas5NvvKP3ySxy5uaDVYkhqS8Qd4zFf1tenra06n8KC/2Et34XbXY3JGEt4+BWEh1+BRnPaGVyHDfYshsxUqDgKphBofQl0uxFMtXyOCnbC3iVQfHyhtsiu0PV6CIn3aVpVbudQ+lGOZZfjdLgJCjOS0D2C6KRgn/EYTpebVXuPsjGjCEuFZ6G2PgmhDO4ajcnPd4G0vUV7WZ29mmxrNnqtnvah7RmUMIgYc4xP28qyUg5sSKUw4xBOh2ehtra9LiK2Y2efOJTDQfnPP1O5eTOuomJ0wcH49+lN4MCBaI1Gn33bdu+mfPVq7FlZaPR+GDt08PS+REf7tHWV26naafEu1KYPM2LsFIahTZBPHC6nk8NbNpOzZydVZWWYAs3EdepKu5RL0RtkGXrRskiBIkQz5CwuJnfyZCpWr6l1e+joW4l58kk0BgNKKY4cmcOhw2+ilO+g2aCgZHp0f52AgETPAxm/wFcToCzbd8emULj+n9D9pvpLRgghaiHroAjRzCi7nay7JnjGOvj5ETx0KKYe3cHppGLjRipWr6Fk4aeoykriZs0iI+NtDh1+DYCQkBQiIgag15kpr9jvudCcdTtp6bdx6SXfYbBkwbyR4LRBUBz0GAmhiVBe4DmNY9kPX9wBepNnzIkQQjQB0oMiRBNQ8t+vyHv6aXQhISR8/DGmzjVXDrWuWkX23fcAEPfh22y23YdSdjp1fJbWrW+vcdqgurqAjZtGUV2dR1zcrXTduBsOroAOg+GWT8BwyvVgXE7Pwmtpcz2Ls03OhN+Y9iqEEH/U2Xx/yzRjIZqAyg0bAAgbM8anOAEIGjDAezv37odRyo7Z3NGnOAEwGqOJiPBMF87N/dQz+wZg6IyaxQl4ipFhMz23HRVweFW95COEEH+UFChCNAEag2chMHel7+yW02kD/QFwuaqA2hfwcrtsJ++cWHTN7nsRPQAcp6zBoTed8fcLIURDkAJFiCYg8GpPj0fxggVYV/5UY5tyu7F89JHnjlZLm48/Qq8PwmbLZt/+abjdNafVlpVtw1LkGWjbof3j0GmoZ8O3D0FJVs1fXFnkGTwLENcH2l5Rr3kJIcS5kjEoQjQBSimy73+A8hWetTZM3bqdvJrxpk3e9TpOXDU3L28Ru3b/HQCDIZLwsMvR6c1UVOynpMRzuigosDsXXfQ5Omsh/GsgVB4DnQHaDYTQBM8g2YM/gd0Ken8Y9z20vqhxXgAhxAVBphkL0Qwpu53CV1+jaP58cNRcCl4bGEjkgw8S9te/eMecFBYuZd++F6i2F/jsKzr6Bjp3eh4/v+MXobMchG8fgCO/+P7iqO4w4k2Il+JECHF+SYEiRDPmtFioWLsWe2YWGr0OQ/v2mPtfji7Q7NPW7bZTVLyOcutuXG6bd6E2f//WvjtWCgp2wJF1xxdqC4XWF0PrS0ErZ3uFEOdfoxYoLpeL559/nnnz5pGfn09cXBzjxo3jmWee8f7PTynFc889x7///W9KSkq4/PLLmTNnDh07dqzT75ACRQghhGh+GnWa8axZs5gzZw5vvfUWu3fvZtasWcyePZs333zT22b27Nm88cYbvPvuu6xfvx6z2czQoUOx2Wy/s2chhBBCXCjqvQfluuuuIzo6mv/85z/ex0aNGoW/vz/z5s1DKUVcXByPPvoof/+7Z5BfaWkp0dHRfPTRR9x6661n/B3SgyKEEEI0P43ag9K/f39WrFjBvn37ANi6dStr165l+HDPEtqHDx8mPz+fwYMHe58TEhJC3759SU1NrXWf1dXVlJWV1fgRQgghRMtV72taT548mbKyMrp06YJOp8PlcjF9+nTGjBkDQH6+57Li0addATQ6Otq77XQzZ85k6tSp9R2qEEIIIZqoeu9B+fzzz5k/fz4LFiwgLS2NuXPn8sorrzB37txz3ueTTz5JaWmp9ycrK+vMTxJCCCFEs1XvPSiPPfYYkydP9o4lSU5O5siRI8ycOZOxY8cSExMDQEFBAbGxsd7nFRQU0Lt371r3aTQaMRqN9R2qEEIIIZqoeu9BqaysRHvamgo6nQ6323PNkKSkJGJiYlhxfMVM8AyaWb9+Pf369avvcIQQQgjRDNV7D8r111/P9OnTSUhIoHv37qSnp/Pqq68yfvx4ADQaDQ8//DDTpk2jY8eOJCUlMWXKFOLi4rjxxhvrOxwhhBBCNEP1XqC8+eabTJkyhXvvvZfCwkLi4uKYOHEizz77rLfN448/TkVFBRMmTKCkpIQrrriCpUuXYjLJlVSFEEIIIUvdCyGEEKKBNOo6KEIIIYQQf5QUKEIIIYRocqRAEUIIIUSTU++DZBvCiWEzsuS9EEII0Xyc+N6uy/DXZlmgWK1WANq0adPIkQghhBDibFmtVkJCQn63TbOcxeN2u8nNzSUoKAiNRnPWzy8rK6NNmzZkZWW12FlALT3Hlp4fSI4tQUvPD1p+ji09P2jYHJVSWK1W4uLifBZ1PV2z7EHRarW0bt36D+8nODi4xb7hTmjpObb0/EBybAlaen7Q8nNs6flBw+V4pp6TE2SQrBBCCCGaHClQhBBCCNHkXJAFitFo5LnnnmvRV0hu6Tm29PxAcmwJWnp+0PJzbOn5QdPNsVkOkhVCCCFEy3ZB9qAIIYQQommTAkUIIYQQTY4UKEIIIYRocqRAEUIIIUST02ILFJfLxZQpU0hKSsLf35/27dvz4osv1lj/XynFs88+S2xsLP7+/gwePJj9+/c3YtRnpy45jhs3Do1GU+Nn2LBhjRj12bFarTz88MMkJibi7+9P//792bhxo3d7cz+GcOYcm9sxXLNmDddffz1xcXFoNBq+/vrrGtvrcsyKiooYM2YMwcHBhIaGcuedd1JeXt6AWfy++sixbdu2Psf1pZdeasAsftuZ8vvqq68YMmQIERERaDQatmzZ4rMPm83GfffdR0REBIGBgYwaNYqCgoKGSaAO6iPHAQMG+BzDu+++u2ESqIPfy9HhcPDEE0+QnJyM2WwmLi6O22+/ndzc3Br7aMzPYostUGbNmsWcOXN466232L17N7NmzWL27Nm8+eab3jazZ8/mjTfe4N1332X9+vWYzWaGDh2KzWZrxMjrri45AgwbNoy8vDzvz8KFCxsp4rP3t7/9jWXLlvHJJ5+wfft2hgwZwuDBg8nJyQGa/zGEM+cIzesYVlRU0KtXL95+++1at9flmI0ZM4adO3eybNkyFi9ezJo1a5gwYUJDpXBG9ZEjwAsvvFDjuD7wwAMNEf4ZnSm/iooKrrjiCmbNmvWb+5g0aRLfffcdX3zxBatXryY3N5eRI0eer5DPWn3kCHDXXXfVOIazZ88+H+Gek9/LsbKykrS0NKZMmUJaWhpfffUVe/fu5YYbbqjRrlE/i6qFuvbaa9X48eNrPDZy5Eg1ZswYpZRSbrdbxcTEqJdfftm7vaSkRBmNRrVw4cIGjfVcnSlHpZQaO3asGjFiRANHVj8qKyuVTqdTixcvrvF4SkqKevrpp1vEMTxTjko172MIqEWLFnnv1+WY7dq1SwFq48aN3jZLlixRGo1G5eTkNFjsdXUuOSqlVGJionrttdcaMNJzc3p+pzp8+LACVHp6eo3HS0pKlJ+fn/riiy+8j+3evVsBKjU19TxGe27OJUellLr66qvVQw89dF5jqy+/l+MJGzZsUIA6cuSIUqrxP4sttgelf//+rFixgn379gGwdetW1q5dy/DhwwE4fPgw+fn5DB482PuckJAQ+vbtS2pqaqPEfLbOlOMJq1atIioqis6dO3PPPfdgsVgaI9yz5nQ6cblcmEymGo/7+/uzdu3aFnEMz5TjCc31GJ6uLscsNTWV0NBQLr74Ym+bwYMHo9VqWb9+fYPHfLbO5n350ksvERERQZ8+fXj55ZdxOp0NHe55sXnzZhwOR43XoEuXLiQkJDSbz2ZdzZ8/n1atWtGjRw+efPJJKisrGzukc1ZaWopGoyE0NBRo/M9is7xYYF1MnjyZsrIyunTpgk6nw+VyMX36dMaMGQNAfn4+ANHR0TWeFx0d7d3W1J0pR/CcGhg5ciRJSUkcPHiQp556iuHDh5OamopOp2vE6M8sKCiIfv368eKLL9K1a1eio6NZuHAhqampdOjQoUUcwzPlCM37GJ6uLscsPz+fqKioGtv1ej3h4eHN4rjW9X354IMPkpKSQnh4OOvWrePJJ58kLy+PV199tUHjPR/y8/MxGAzeL7oTmtNnsy5uu+02EhMTiYuLY9u2bTzxxBPs3buXr776qrFDO2s2m40nnniC0aNHey8Y2NifxRZboHz++efMnz+fBQsW0L17d7Zs2cLDDz9MXFwcY8eObezw6kVdcrz11lu97ZOTk+nZsyft27dn1apVDBo0qLFCr7NPPvmE8ePHEx8fj06nIyUlhdGjR7N58+bGDq3enCnH5n4MRe0eeeQR7+2ePXtiMBiYOHEiM2fObHJLjovanToWIzk5mdjYWAYNGsTBgwdp3759I0Z2dhwOB7fccgtKKebMmdPY4Xi12FM8jz32GJMnT+bWW28lOTmZv/71r0yaNImZM2cCEBMTA+AzqrygoMC7rak7U461adeuHa1ateLAgQMNGOm5a9++PatXr6a8vJysrCw2bNiAw+GgXbt2LeIYwu/nWJvmdgxPVZdjFhMTQ2FhYY3tTqeToqKiZnFcz/V92bdvX5xOJxkZGeczvAYRExOD3W6npKSkxuPN7bN5tvr27QvQrD6bJ4qTI0eOsGzZMm/vCTT+Z7HFFiiVlZVotTXT0+l0uN1uAJKSkoiJiWHFihXe7WVlZaxfv55+/fo1aKzn6kw51iY7OxuLxUJsbOz5Dq9emc1mYmNjKS4u5ocffmDEiBEt4hieqrYca9NcjyHU7XPXr18/SkpKavSSrVy5Erfb7f0CaMrO9X25ZcsWtFqtT5d6c3TRRRfh5+dX4zXYu3cvmZmZzfKzWVcnpiI3l8/mieJk//79LF++nIiIiBrbG/2zeN6H4TaSsWPHqvj4eLV48WJ1+PBh9dVXX6lWrVqpxx9/3NvmpZdeUqGhoeqbb75R27ZtUyNGjFBJSUmqqqqqESOvuzPlaLVa1d///neVmpqqDh8+rJYvX65SUlJUx44dlc1ma+To62bp0qVqyZIl6tChQ+rHH39UvXr1Un379lV2u10p1fyPoVK/n2NzPIZWq1Wlp6er9PR0BahXX31Vpaene2cG1OWYDRs2TPXp00etX79erV27VnXs2FGNHj26sVLy8UdzXLdunXrttdfUli1b1MGDB9W8efNUZGSkuv322xszLa8z5WexWFR6err6/vvvFaA+/fRTlZ6ervLy8rz7uPvuu1VCQoJauXKl2rRpk+rXr5/q169fY6Xk44/meODAAfXCCy+oTZs2qcOHD6tvvvlGtWvXTl111VWNmVYNv5ej3W5XN9xwg2rdurXasmWLysvL8/5UV1d799GYn8UWW6CUlZWphx56SCUkJCiTyaTatWunnn766RovvNvtVlOmTFHR0dHKaDSqQYMGqb179zZi1GfnTDlWVlaqIUOGqMjISOXn56cSExPVXXfdpfLz8xs58rr77LPPVLt27ZTBYFAxMTHqvvvuUyUlJd7tzf0YKvX7OTbHY/jTTz8pwOdn7NixSqm6HTOLxaJGjx6tAgMDVXBwsLrjjjuU1WpthGxq90dz3Lx5s+rbt68KCQlRJpNJde3aVc2YMaPJFJ1nyu/DDz+sdftzzz3n3UdVVZW69957VVhYmAoICFA33XRTjQKmsf3RHDMzM9VVV12lwsPDldFoVB06dFCPPfaYKi0tbbykTvN7OZ6YPl3bz08//eTdR2N+FjVKnbLsqBBCCCFEE9Bix6AIIYQQovmSAkUIIYQQTY4UKEIIIYRocqRAEUIIIUSTIwWKEEIIIZocKVCEEEII0eRIgSKEEEKIJkcKFCGEEEI0OVKgCCGEEKLJkQJFCCGEEE2OFChCCCGEaHKkQBFCCCFEk/P/AUH9n5xic1IOAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I added point at 117 112 . We now only need 0.0 more city pixels\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"version 2 - Jun 2025.  Here, we create one central splotch, then vary district length\")\n",
    "print(\"We also apply multiple fractional seat models vs. a clean blue or red win\")\n",
    "print(\"first, create the splotch\")  #IDEA - LOOP THIS AROUND FOR MANY cityFrac's\n",
    "districtL = 50  #100\n",
    "districtArea = districtL * districtL\n",
    "maxX = int( 4 * districtL)  #number of pixels\n",
    "maxY = int( 4 * districtL)\n",
    "bkg = 0.60   #ignore this\n",
    "cityFrac = 0.5\n",
    "pGOP = [ [bkg] * maxY for x in range(maxX)]\n",
    "isCityPt = [ [0]* maxY for x in range(maxX)]\n",
    "isBoundaryPt = [ [0]* maxY for x in range(maxX)]\n",
    "cityCPx, cityCPy = int(0.5*maxX), int(0.5*maxY)\n",
    "cityCP = Point(cityCPx, cityCPy)\n",
    "cityRadius = int(0.75* 4./3.14*0.5* districtL * cityFrac**0.5)  #~85% of the city is a simple circle\n",
    "for x in range(maxX):\n",
    "    for y in range(maxY):\n",
    "        currentPt = Point(x,y)\n",
    "        if currentPt.distance(cityCP) < cityRadius:\n",
    "            isCityPt[x][y] = 1\n",
    "nNeeded = cityFrac * districtArea - np.sum(isCityPt)  #number of additional city points to fill out the city\n",
    "print(\"I need\",nNeeded,\"additional city pixels to make a total of \",int(districtArea * cityFrac),\"urban pixels\")\n",
    "print(\"I will now create city pixels adjacent to random boundary pixels\")\n",
    "nCityNeighbors = [[0]*maxY for x in range(maxX)]\n",
    "boundaryList = list()\n",
    "for x in range(1,maxX-1):  #build the initial list of in-city boundary pixels\n",
    "    for y in range(1,maxY-1) :\n",
    "        if isCityPt[x][y] == 1:\n",
    "            if countNeighbors(isCityPt,x,y) < 4:\n",
    "                isBoundaryPt[x][y] = 1\n",
    "                boundaryList.append(x*maxY + y)\n",
    "while nNeeded > 0:\n",
    "    removeList = list()\n",
    "    index = random.randint( int( 0.9 *len( boundaryList)) )  #0.9 to bias against newer adds   \n",
    "    x = int(boundaryList[index]/maxY)\n",
    "    y = int(boundaryList[index]%maxY)\n",
    "    notAdded = True\n",
    "    counter = 0\n",
    "    while notAdded:\n",
    "        if countNeighbors(isCityPt,x,y) == 4:\n",
    "            print(\"ERROR! Point at\",x,y,\"has no rural neighbors\")\n",
    "            counter +=1\n",
    "            break\n",
    "            if counter > 5:\n",
    "                stop = input(\"what now?\")\n",
    "        dx = [-1, 1,  0, 0 ]\n",
    "        dy = [ 0, 0, -1, 1]\n",
    "        n = random.randint(4)  #picking a random neighbor of this boundary pixel.  Could already be in city ...\n",
    "        newX, newY = x+dx[n], y+dy[n]  #this could pick an in-city neighbor.  If so, we will just loop around\n",
    "        if isCityPt[newX][newY] == 0:  #... but if not in city, proceed to add and check for newly surrounded\n",
    "            isCityPt[newX][newY] = 1\n",
    "            LOC = newX*maxY + newY\n",
    "            NEWX, NEWY = int(LOC/maxY), int(LOC%maxY)\n",
    "            #print(\"adding point at (\",newX,\",\",newY,\") = \",NEWX, NEWY)\n",
    "            notAdded = False\n",
    "            nNeeded -= 1\n",
    "            if countNeighbors(isCityPt, newX, newY) < 4:\n",
    "                isBoundaryPt[newX][newY] = 1\n",
    "                boundaryList.append(newX*maxY +newY)\n",
    "            for i in range(4):\n",
    "                nbrX, nbrY = newX+dx[n], newY+dy[n]\n",
    "                if countNeighbors(isCityPt, nbrX, nbrY) == 4:\n",
    "                    isBoundaryPt[nbrX][nbrY] = 0\n",
    "                    if isCityPt[nbrX][nbrY] == 0:\n",
    "                        isCityPt[nbrX][nbrY] = 1  #newly surrounded noncity -- take it!  (can't be a boundary)\n",
    "                        nNeeded -=1\n",
    "            oldBoundaryList = boundaryList.copy()  #rebuilding this list this way is safer than a remove operation\n",
    "            boundaryList = list()\n",
    "            boundaryXlist = list()\n",
    "            boundaryYlist = list()\n",
    "            for p in oldBoundaryList:\n",
    "                XX = int(p/maxY)\n",
    "                YY = p%maxY\n",
    "                if countNeighbors(isCityPt,XX, YY) < 4 :\n",
    "                    boundaryList.append(p)\n",
    "                    boundaryXlist.append(XX)\n",
    "                    boundaryYlist.append(YY)\n",
    "            \n",
    "            if nNeeded%150 == 0:\n",
    "                print(\"I added point at\",newX,newY,\". We now only need\",nNeeded,\"more city pixels\")\n",
    "                for jj, b in enumerate(boundaryList):    \n",
    "                    plotPoly(Point(boundaryXlist[jj], boundaryYlist[jj]).buffer(0.4))\n",
    "                plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "deff0a75-0866-46d2-b78c-a16871c637d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "checking splotch integrity.  Total number of splotch points = 1250\n",
      "centroid is at 99.988 99.884\n",
      "which is approximately 100 100\n",
      "visualizing the splotch\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "splotchSize = np.sum(isCityPt)\n",
    "print(\"checking splotch integrity.  Total number of splotch points =\",splotchSize)\n",
    "avgX, avgY = 0, 0\n",
    "for x in range(maxX):\n",
    "    for y in range(maxY):\n",
    "        if isCityPt[x][y] == 1:\n",
    "            avgX += x\n",
    "            avgY += y\n",
    "avgX = avgX / float(np.sum(isCityPt))\n",
    "avgY = avgY / float(np.sum(isCityPt))\n",
    "print(\"centroid is at\",avgX, avgY)\n",
    "avgX, avgY = int(round(avgX,0)), int( round(avgY,0) )\n",
    "print(\"which is approximately\",avgX, avgY)\n",
    "print(\"visualizing the splotch\")\n",
    "for x in range(70,130):\n",
    "    for y in range(70,130):\n",
    "        if isCityPt[x][y] == 1:\n",
    "            plotPoly(Point(x,y).buffer(0.5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e91f3083-278d-4dd4-9f2b-070050148ab4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "build a simple list of pixels in the city, their x and y coordinates\n"
     ]
    }
   ],
   "source": [
    "cityXlist, cityYlist = list(), list()\n",
    "print(\"build a simple list of pixels in the city, their x and y coordinates\")\n",
    "for x in range(0, 2 * avgX):\n",
    "    for y in range(0, 2 * avgY):\n",
    "        if isCityPt[x][y]:\n",
    "            cityXlist.append(x)\n",
    "            cityYlist.append(y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "449ad11f-f14c-48b1-bf78-cc35d13d3a73",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd6c0666-cd8a-4a7c-aa50-3120cf8e717f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#REVISED PLAN -- Go back, pull in each of the two splotches\n",
    "# Run the full x-y space for both splotches (0.5 < b/R < 0.95; 0.1 < splotch/dL^2 < 0.95\n",
    "# Skip evaluation for min(nosplitGOP) > 0.54.  Create a column which flags < 0.5 as trivial, to assist JMP fit.\n",
    "#Report the JMP fit.  Consider excluding some extreme rows in fit.  Plot the true contours\n",
    "#Add dash-dots to show where splitting can form two or three districts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "19b32b94-dd69-4029-8c87-d8b538bd3cce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "96 9216 9216.0\n"
     ]
    }
   ],
   "source": [
    "print(dL, dL*dL, nDistrictPixels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "daa9f64d-46f0-48b3-9e1b-c9b8966f7e2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now loop around district length.  For each length, determine the number of city pixels in each of the four districts\n",
      "In each case, the map is centered around ( 100 , 100 ) \n",
      "starting calculations for city / district size = 0.9645061728395061 time = 0\n",
      "histogram of seat leans for dL, b, r =  36 0.2 0.1 ; nosplit blue district GOP = 0.3106\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.78125 time = 44\n",
      "histogram of seat leans for dL, b, r =  40 0.275 0.1 ; nosplit blue district GOP = 0.307\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.6456611570247934 time = 115\n",
      "histogram of seat leans for dL, b, r =  44 0.35 0.1 ; nosplit blue district GOP = 0.3095\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.5425347222222222 time = 225\n",
      "histogram of seat leans for dL, b, r =  48 0.35 0.1 ; nosplit blue district GOP = 0.3559\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.4622781065088758 time = 340\n",
      "histogram of seat leans for dL, b, r =  52 0.35 0.1 ; nosplit blue district GOP = 0.392\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.3985969387755102 time = 460\n",
      "histogram of seat leans for dL, b, r =  56 0.35 0.1 ; nosplit blue district GOP = 0.4206\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.3472222222222222 time = 579\n",
      "histogram of seat leans for dL, b, r =  60 0.35 0.1 ; nosplit blue district GOP = 0.4437\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.30517578125 time = 695\n",
      "histogram of seat leans for dL, b, r =  64 0.35 0.1 ; nosplit blue district GOP = 0.4627\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.2703287197231834 time = 790\n",
      "histogram of seat leans for dL, b, r =  68 0.35 0.1 ; nosplit blue district GOP = 0.4784\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.24112654320987653 time = 879\n",
      "histogram of seat leans for dL, b, r =  72 0.35 0.1 ; nosplit blue district GOP = 0.4915\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.21641274238227146 time = 934\n",
      "histogram of seat leans for dL, b, r =  76 0.35 0.1 ; nosplit blue district GOP = 0.4915\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.1953125 time = 947\n",
      "histogram of seat leans for dL, b, r =  80 0.35 0.1 ; nosplit blue district GOP = 0.4915\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.17715419501133786 time = 961\n",
      "histogram of seat leans for dL, b, r =  84 0.35 0.1 ; nosplit blue district GOP = 0.4915\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.16141528925619836 time = 977\n",
      "histogram of seat leans for dL, b, r =  88 0.35 0.1 ; nosplit blue district GOP = 0.4915\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.1476843100189036 time = 995\n",
      "histogram of seat leans for dL, b, r =  92 0.35 0.1 ; nosplit blue district GOP = 0.4915\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.13563368055555555 time = 1014\n",
      "histogram of seat leans for dL, b, r =  96 0.35 0.1 ; nosplit blue district GOP = 0.4915\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sd0 = 0.001\n",
    "sd1 = 0.02  #district-level uncertainty\n",
    "sd2 = 0.04 #alt uncertainty\n",
    "r = 0.1  # rural redness -- keep fixed as b/r ratio is what's truly important\n",
    "#bArray = [0.125, 0.15, 0.175, 0.2, 0.225, 0.25, 0.275, 0.3, 0.325, 0.35]  ## see below dynamic list\n",
    "dLarray = [36, 40, 44, 48, 52, 56, 60, 64, 68, 72, 76, 80, 84, 88, 92, 96]\n",
    "startTime = time.time()\n",
    "print(\"Now loop around district length.  For each length, determine the number of city pixels in each of the four districts\")\n",
    "print(\"In each case, the map is centered around (\",avgX,\",\",avgY,\") \" )\n",
    "dList, bList, rList, sDemlist, sDem1list, sDem2list = list(), list(), list(), list(), list(), list()  #sDem ... = fracl Dem seats vs. dlu\n",
    "noSplitDem, noSplitDem1, noSplitDem2 = list(), list(), list()  # no of fracl Dem seats if nosplit applied vs district-level uncertainty\n",
    "splitGain0, splitGain1, splitGain2 = list(), list(), list()  #the increased GOP wins from enforcing no-split\n",
    "for dL in dLarray:\n",
    "    print(\"starting calculations for city / district size =\",float(np.sum(isCityPt))/ dL / dL,\"time =\",int(time.time()-startTime) )\n",
    "    nDistrictPixels = float( dL * dL )\n",
    "    fracDemPixelLists = list()\n",
    "    counter = 0\n",
    "    for sX in range(avgX - dL , avgX + dL ):\n",
    "        for sY in range(avgY - dL , avgY + dL):\n",
    "            counter += 1\n",
    "            startX = sX - 0.5\n",
    "            startY = sY - 0.5\n",
    "            nDemPixels = [0., 0., 0., 0.]\n",
    "            for j, x in enumerate(cityXlist):\n",
    "                y = cityYlist[j]\n",
    "                if x < startX:\n",
    "                    if y < startY:\n",
    "                        nDemPixels[0] += 1.\n",
    "                    else:\n",
    "                        nDemPixels[1] += 1.\n",
    "                else:\n",
    "                    if y < startY:\n",
    "                        nDemPixels[2] += 1.\n",
    "                    else:\n",
    "                        nDemPixels[3] += 1.\n",
    "            for i in range(4):\n",
    "                fracDemPixelLists.append( nDemPixels[i] / float(nDistrictPixels) )  #flattened array of district results\n",
    "    \n",
    "    bMaster = [ 0.05, 0.075, 0.100, 0.125, 0.15, 0.175, 0.2, 0.225, 0.25, 0.275, 0.3, 0.325, 0.35 ]\n",
    "    bArray = list()\n",
    "    nosplitFracDem = float(splotchSize)/nDistrictPixels  #the fraction of blue pixels if we don't split the city\n",
    "    for b in bMaster:\n",
    "        if b * nosplitFracDem >=  r * (1. - nosplitFracDem):  #no split would create at least one blue district\n",
    "            if 1 == 1:\n",
    "            #if b * nosplitFracDem / 3. <= r * (1. - nosplitFracDem / 3.) :  #city is not so extremely blue that we could create three blue districts\n",
    "                bArray.append(b)  #this b is worth studying for this district size\n",
    "    for b in bArray:\n",
    "        dGOP = [0.5 +  r * (1. - fDPL) - b * fDPL for fDPL in fracDemPixelLists ]\n",
    "        if np.min(dGOP) < -3 :\n",
    "            raise ValueError(\"dGOP is\",np.min(dGOP), \"at index\",dGOP.index(np.min(dGOP)))\n",
    "        sGOP0  = 4. * np.average( [ norm.cdf((dG - 0.5)/sd0) for dG in dGOP ])  #GOP seats / map, accounting for 4 districts per map\n",
    "        sGOP1 = 4. * np.average( [ norm.cdf((dG - 0.5)/sd1) for dG in dGOP ])\n",
    "        sGOP2 = 4. * np.average( [ norm.cdf((dG - 0.5)/sd2) for dG in dGOP ])\n",
    "        nosplitGOP = 0.5 + r * (1. - nosplitFracDem ) - b * nosplitFracDem\n",
    "        nosGOP0 = 3. + norm.cdf((nosplitGOP - 0.5)/sd0)\n",
    "        nosGOP1 = 3. + norm.cdf((nosplitGOP - 0.5)/sd1)\n",
    "        nosGOP2 = 3. + norm.cdf((nosplitGOP - 0.5)/sd2)\n",
    "\n",
    "        dList.append(dL)  #our running 1D array data table of all trials\n",
    "        bList.append(b)\n",
    "        rList.append(r)\n",
    "        sDemlist.append(   4. - sGOP0)\n",
    "        sDem1list.append(  4. - sGOP1)\n",
    "        sDem2list.append(  4. - sGOP2)\n",
    "        noSplitDem.append(4. - nosGOP0)\n",
    "        noSplitDem1.append(4.- nosGOP1)\n",
    "        noSplitDem2.append(4.- nosGOP2)\n",
    "        splitGain0.append(nosGOP0 - sGOP0)\n",
    "        splitGain1.append(nosGOP1 - sGOP1)\n",
    "        splitGain2.append(nosGOP2 - sGOP2)\n",
    "        \n",
    "    print(\"histogram of seat leans for dL, b, r = \",dL,b, r,\"; nosplit blue district GOP =\",round(nosplitGOP,4))\n",
    "    plt.hist(dGOP,histtype=\"step\",label = \"U\"+str(sd0),bins=41)\n",
    "    plt.axvline(nosplitGOP,ls=\"dashdot\",lw=0.5,label=\"nosplit cityD lean\")\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "            \n",
    "                            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7dc9e47c-d90e-4b72-9455-b0cbb18fc86f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Let us save the city shape and the output results to two files\n"
     ]
    }
   ],
   "source": [
    "print(\"Let us save the city shape and the output results to two files\")\n",
    "df = pd.DataFrame( {\"cityX\": cityXlist,\"cityY\":cityYlist} ) \n",
    "\n",
    "outname = \"GudginSplotch\"+str(splotchSize)+\"CityPixels.csv\"\n",
    "outpath = \"2025_nosplit_output/\"+outname\n",
    "df.to_csv(outpath)\n",
    "cityDF = pd.DataFrame( {\"dL\":dList, \"b\":bList, \"r\":rList, \"sDem\":sDemlist, \"sDem1\":sDem1list, \"sDem2\":sDem2list, \"noSplitDem\":noSplitDem,\n",
    "                      \"noSplitDem1\":noSplitDem1, \"noSplitDem2\":noSplitDem2, \"splitGain0\":splitGain0 } )\n",
    "outname = \"GudginSplotch\"+str(splotchSize)+\"stats.csv\"\n",
    "outpath = \"2025_nosplit_output/\"+outname\n",
    "cityDF.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "ef6da05e-8bb0-4914-924e-4f070d0b1b81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trying to find the magic correlation -- work on this tomorrow\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trying to find the magic correlation -- work on this tomorrow\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"trying to find the magic correlation -- work on this tomorrow\")\n",
    "plt.scatter([ bList[i]  for i in range(len(bList)) ], splitGain0, s = [dL / 2. for dL in dList])\n",
    "plt.show()\n",
    "# * (dList[i] * dList[i] / splotchSize - 1.)\n",
    "\n",
    "print(\"trying to find the magic correlation -- work on this tomorrow\")\n",
    "plt.scatter([ splotchSize / (dL * dL) for dL in dList], splitGain0, s = [b * 30 for b in bList])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "0b82ae87-dace-4b1d-bb5b-d63fa43283c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trying to find the magic correlation: x axis = nosplit Dem margin, y = splitGain\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trying to find the magic correlation: x axis = halved city Dem margin, y = splitGain\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"trying to find the magic correlation: x axis = nosplit Dem margin, y = splitGain\")\n",
    "combo = [bList[i] *splotchSize / (dL * dL) - rList[i] * (1. - splotchSize) / (dL * dL) for i, dL in enumerate(dList) ]\n",
    "plt.scatter(combo, splitGain0, s = [b * 50 for b in bList])\n",
    "critX, slope = 0.217, 2.4\n",
    "plt.plot([critX,critX + 0.1],[0,0.1*slope] )\n",
    "plt.show()\n",
    "\n",
    "print(\"trying to find the magic correlation: x axis = halved city Dem margin, y = splitGain\")\n",
    "combo = [0.5 * bList[i] *splotchSize / (dL * dL) - rList[i] * (1. - 0.5 * splotchSize) / (dL * dL) for i, dL in enumerate(dList) ]\n",
    "plt.scatter(combo, splitGain0, s = [b * 50 for b in bList])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "ef6232a5-31b9-483f-b637-7fd00a454c36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trying to find the magic correlation: x axis = halved city Dem margin, y = splitGain\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trying to find the magic correlation: x axis = halved city Dem margin, y = splitGain\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"trying to find the magic correlation: x axis = halved city Dem margin, y = splitGain\")\n",
    "combo = [bList[i] *splotchSize /dL**2 - rList[i] * (1. -  splotchSize / dL**2) for i, dL in enumerate(dList) ]\n",
    "plt.scatter(combo, splitGain0, s = [b * 50 for b in bList])\n",
    "plt.show()\n",
    "\n",
    "print(\"trying to find the magic correlation: x axis = halved city Dem margin, y = splitGain\")\n",
    "combo = [splotchSize /dL**2 -  (1. -  splotchSize / dL**2) for i, dL in enumerate(dList) ]\n",
    "plt.scatter(combo, splitGain0, s = [b * 50 for b in bList])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f2dd87ed-b79f-407c-bb2a-095a56be8134",
   "metadata": {},
   "outputs": [],
   "source": [
    "#see JMP for R=0.99 fits (separate for Dem and GOP gains) vs. b, city/district size and combos of these\n",
    "#could create array in JMP and use to plot heat map or JMP contour map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c53a04ab-e8a6-4e2c-b845-db215931a562",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "bArray = [0.125, 0.15, 0.175, 0.2, 0.225, 0.25, 0.275, 0.3, 0.325, 0.35]\n",
    "dLarray = [36, 40, 44, 48, 52, 56, 60, 64, 68, 72, 76, 80, 84, 88, 92, 96]\n",
    "delta = [ [noSplitDem[i * len(dLarray) + j] - sDemlist[i * len(dLarray) + j] for i in range( len(bArray)) ] for j in range(len(dLarray) ) ]\n",
    "plt.contour(bArray,dLarray,delta)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "b7abfb1e-e6fa-41c4-82dc-837b4131be5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SIZE = [4 + 10 * (sDemlist[k] - ns) for k, ns in enumerate( noSplitDem) ]\n",
    "plt.hist(SIZE)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "c5967ccb-de55-4b29-a117-002e23daa17d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x= district size, y = b value  (r fixed at 0.1) \n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(dList, bList, s = SIZE)\n",
    "print(\"x= district size, y = b value  (r fixed at 0.1) \")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "70953b8a-ed59-476b-936e-85570e8d0a83",
   "metadata": {},
   "source": [
    "        dList.append(dL)  #our running 1D array data table of all trials\n",
    "        bList.append(b)\n",
    "        rList.append(r)\n",
    "        sDemlist.append(   4. - sGOP0)\n",
    "        sDem1list.append(  4. - sGOP1)\n",
    "        sDem2list.append(  4. - sGOP2)\n",
    "        noSplitDem.append(4. - nosGOP0)\n",
    "        noSplitDem1.append(4.- nosGOP1)\n",
    "        noSplitDem2.append(4.- nosGOP2)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "2f8ed738-3d43-4401-88a2-35b4567ae540",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "correlation of Dem seats across uncertainty\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAABioUlEQVR4nO3dd3hUZf7+8ffMZFIISSCBNAhFivQEwWDAhuIiYpR1FSxfQFB3URGQ1RUsZFFW7AIr6upafq5KsSEigi4WqmYpURFB6QgpFElCIMlkzvn9MSQQ0mZCJpNyv64rl5uT58w8ZxbJ7VM+j8U0TRMRERERH7H6ugMiIiLSuCmMiIiIiE8pjIiIiIhPKYyIiIiITymMiIiIiE8pjIiIiIhPKYyIiIiITymMiIiIiE/5+boD7jAMgwMHDhASEoLFYvF1d0RERMQNpmmSm5tLbGwsVmvF4x/1IowcOHCAuLg4X3dDREREqmHfvn20bt26wp/XizASEhICuB4mNDTUx70RERERd+Tk5BAXF1fye7wi9SKMFE/NhIaGKoyIiIjUM1UtsdACVhEREfEphRERERHxKYURERER8al6sWbEHaZpUlRUhNPp9HVX6hW73Y7NZvN1N0REpBFrEGGksLCQ9PR0jh8/7uuu1DsWi4XWrVvTtGlTX3dFREQaqXofRgzDYNeuXdhsNmJjY/H391dhNDeZpsnBgwf57bff6NSpk0ZIRETEJ+p9GCksLMQwDOLi4mjSpImvu1PvtGzZkt27d+NwOBRGRETEJxrMAtbKysxKxTSKJCIivqbf4CIiIuJTHoeRlStXkpycTGxsLBaLhUWLFlV5zzvvvEN8fDxNmjQhJiaGsWPHcvjw4er0V0RERBoYj8NIXl4e8fHxzJ071632a9asYdSoUdx222389NNPvPfee6SmpnLHHXd43FkRERFpeDwOI0OGDGHGjBn88Y9/dKv9unXraNeuHRMmTKB9+/ZceOGF/OUvfyE1NdXjzjZEc+fOpV27dgQGBtKvX78qP5f33nuPLl26EBgYSM+ePVm6dGnJzxwOBw888AA9e/YkODiY2NhYRo0axYEDB7z9GCIiItXm9TUjSUlJ7Nu3j6VLl2KaJpmZmbz//vtcddVVFd5TUFBATk5OqS9vcxom63Yc5uO0/azbcRinYXr9PRcsWMDkyZNJSUlh48aNxMfHM3jwYLKyssptv3btWm666SZuu+02Nm3axLBhwxg2bBibN28G4Pjx42zcuJFHHnmEjRs38uGHH7Jt2zauueYarz+LiIjUT9/tPMzI177jeGGRz/pgMU2z2r91LRYLH330EcOGDau03XvvvcfYsWPJz8+nqKiI5ORkPvjgA+x2e7nt//73vzN9+vQy17Ozs8uc2pufn8+uXbto3749gYGB1XqOZZvTmf7JFtKz80uuxYQFkpLcjSt7xFTrNd3Rr18/zj//fF544QWAki3K99xzD1OmTCnTfsSIEeTl5bFkyZKSaxdccAEJCQm8/PLL5b7H//73PxITE9mzZw9t2rQp8/Oa+PxERKT+cTgN5qz4lRe+2o5pwviBHblv8Lk1+h45OTmEhYWV+/v7dF4fGdmyZQsTJ05k2rRpbNiwgWXLlrF7927GjRtX4T1Tp04lOzu75Gvfvn1e69+yzenc+fbGUkEEICM7nzvf3siyzeleed/CwkI2bNjAoEGDSq5ZrVYGDRrEunXryr1n3bp1pdoDDB48uML24ApwFouFZs2a1Ui/RUSk/tt7+DjD/7WOf37pCiLD+7bmzks7+Kw/Xi96NnPmTAYMGMD9998PQK9evQgODuaiiy5ixowZxMSUHXkICAggICDA213DaZhM/2QL5Q0NmYAFmP7JFq7oFo3NWrP1OA4dOoTT6SQqKqrU9aioKLZu3VruPRkZGeW2z8jIKLd9fn4+DzzwADfddFOliVRERBqPj9P289BHmzlWUERIoB8zr+vJ1b1ifdonr4eR48eP4+dX+m2KK32exQxRjUjddaTMiMjpTCA9O5/UXUdI6hBRex2rAQ6Hg+HDh2OaJi+99JKvuyMiIj6Wm+8g5eOf+HDTfgD6tm3OrBsTaN3c99XLPQ4jx44dY/v27SXf79q1i7S0NMLDw2nTpg1Tp05l//79vPXWWwAkJydzxx138NJLLzF48GDS09OZNGkSiYmJxMb6Noll5VYcRKrTzhMtWrTAZrORmZlZ6npmZibR0dHl3hMdHe1W++IgsmfPHr788kuNioiINHKb9v7OxPlp7D1yHKsFJl7embsHdsDPVjdqn3rci/Xr19O7d2969+4NwOTJk+nduzfTpk0DID09nb1795a0v/XWW3nuued44YUX6NGjBzfccAPnnnsuH374YQ09QvVFhri3YNPddp7w9/enT58+rFixouSaYRisWLGCpKSkcu9JSkoq1R7giy++KNW+OIj8+uuv/Pe//yUion6N6IiISM1xGiZzv9rODS+vY++R47RqFsTCvyQxcVCnOhNEoBojI5deemml0ytvvvlmmWv33HMP99xzj6dv5XWJ7cOJCQskIzu/3HUjFiA6LJDE9uFeef/JkyczevRo+vbtS2JiIrNmzSIvL48xY8YAMGrUKFq1asXMmTMBmDhxIpdccgnPPvssQ4cOZf78+axfv55XXnkFcAWR66+/no0bN7JkyRKcTmfJepLw8HD8/f298hwiIlL3pGef4N4FaXy78wgAV/eK4R9/7ElYUPk7WX2p3p/aezZsVgspyd248+2NWKBUIClerpqS3K3GF68WGzFiBAcPHmTatGlkZGSQkJDAsmXLShap7t27t9QBgP379+fdd9/l4Ycf5sEHH6RTp04sWrSIHj16ALB//34WL14MQEJCQqn3+uqrr7j00ku98hwiIlK3LNuczgMf/Ej2CQdN/G08em0P/nReqzp7OOpZ1RmpLZXtU67PdUbqAtUZERFpOE4UOnl0yRbmpbqWS/RqHcbsG3vTvkWwT/rjbp2RRj0yUuzKHjFc0S2a1F1HyMrNJzLENTXjrRERERGRmvbTgWwmzNvEjoN5WCzwl4s7MPmKzvj71Z21IRVRGDnJZrXUu+27IiIihmHyxtrdPPnZVgqdBpEhATw/IoEBHVv4umtuUxgRERGppw7mFnDfe9/zzS8HARjUNYqnru9FeHD92rCgMCIiIlIPfb0ti/ve+55DxwoJ8LPy8NXd+L9+bersItXKKIyIiIjUIwVFTp78bBuvr9kFQJfoEObc1JvOUSE+7ln1KYyIiIjUE9uzcrlnXho/p+cAcGv/dkwZ0oVAu83HPTs7CiMiIiJ1nGmazEvdx6NLfiLfYRAe7M8zN/Tisi5RVd9cDyiMiIiI1GG/5xUy5cMfWP6T62yyizq14Nkb4okMbTi1oRRGRERE6qi1Ow4xecH3ZOTkY7dZ+NvgLtx2YXusDawOVt2vhNLAzZ07l3bt2hEYGEi/fv1ITU2ttP17771Hly5dCAwMpGfPnixdurTCtuPGjcNisTBr1qwa7rWIiHiTw2nw9PKt3PLv78jIyeecFsF8dNcA7rj4nAYXREBh5BTDCbtWwY/vu/5pOL3+lgsWLGDy5MmkpKSwceNG4uPjGTx4MFlZWeW2X7t2LTfddBO33XYbmzZtYtiwYQwbNozNmzeXafvRRx/x7bffEhsb6+3HEBGRGrTncB7Xv7yOuV/twDRhRN84lky4kB6twnzdNa/R2TQAWxbDsgcg58Cpa6GxcOWT0O2as+h55fr168f555/PCy+8AIBhGMTFxXHPPfcwZcqUMu1HjBhBXl4eS5YsKbl2wQUXkJCQwMsvv1xybf/+/fTr14/ly5czdOhQJk2axKRJk8rtg86mERGpOz7c+BuPLNpMXqGT0EA/Zl7Xi6G96u8Zae6eTaORkS2LYeGo0kEEICfddX3LYq+8bWFhIRs2bGDQoEEl16xWK4MGDWLdunXl3rNu3bpS7QEGDx5cqr1hGIwcOZL777+f7t27e6XvIiJSs3LyHUyav4nJC78nr9BJYrtwPpt0cb0OIp5o3AtYDadrRITyBodMwALLpkCXoWCt2T3chw4dwul0EhVVeltWVFQUW7duLfeejIyMcttnZGSUfP/kk0/i5+fHhAkTarS/IiLiHRv3/s7E+ZvYd+QENquFSZd34q6BHRvVYa2NO4zsWVt2RKQUE3L2u9q1v6jWulVdGzZsYPbs2WzcuLFelgMWEWlMnIbJi19tZ9aKX3EaJq2bBzH7xt70advc112rdY17muZYZs2280CLFi2w2WxkZpZ+7czMTKKjo8u9Jzo6utL2q1atIisrizZt2uDn54efnx979uzhr3/9K+3atavxZxARkeo5cPQEN736Lc9+8QtOw+Sa+FiWTryoUQYRaOxhpKmblevcbecBf39/+vTpw4oVK0quGYbBihUrSEpKKveepKSkUu0Bvvjii5L2I0eO5IcffiAtLa3kKzY2lvvvv5/ly5fX+DOIiIjnPvsxnStnrSR11xGC/W08Nzye2TcmEBpo93XXfKZxT9O07e/aNZOTTvnrRiyun7ft75W3nzx5MqNHj6Zv374kJiYya9Ys8vLyGDNmDACjRo2iVatWzJw5E4CJEydyySWX8OyzzzJ06FDmz5/P+vXreeWVVwCIiIggIiKi1HvY7Xaio6M599xzvfIMIiLinuOFRTy2ZAvzUvcBEB/XjDk3JtA2ItjHPfO9xh1GrDbX9t2FowALpQPJyTUXVz5R44tXi40YMYKDBw8ybdo0MjIySEhIYNmyZSWLVPfu3YvVemrwqn///rz77rs8/PDDPPjgg3Tq1IlFixbRo0cPr/RPRERqxub92UyYv4mdB/OwWODOSzpw7xWdsdsa9wRFMdUZgQrqjLRyBREv1hmpC1RnRETEewzD5PU1u3hy2VYcTpPo0ECeGxFP/w4tfN21WuFunZHGPTJSrNs1ru27e9a6Fqs2jXJNzXhpRERERBq+rNx8/rrwe1b9egiAP3SL4sk/9aJ5sL+Pe1b3KIwUs9rqxfZdERGp+77amsV9733P4bxCAu1WHrm6GzcntlHZhQoojIiIiNSQfIeTJz7byptrdwPQJTqEf97Um05RIb7tWB2nMCIiIlIDfs3M5Z55m9iakQvA2AHt+duV5xJo15R/VRRGREREzoJpmrzz3V4eW7KFgiKDiGB/nrkhnoFdIn3dtXqjwYSRerApqE7S5yYiUn1H8gp54IMf+GKLqzr2xZ1b8swNvYgM0e5ET9T7MGK3uyrWHT9+nKCgIB/3pv4pLCwEwGbTMKKIiCfWbj/EvQvTyMwpwN9m5YEhXRjTvx3WRnTAXU2p92HEZrPRrFkzsrKyAGjSpIlWK7vJMAwOHjxIkyZN8POr938URERqhcNp8NwXv/DyNzswTejQMpjZN/amR6swX3et3moQv4GKD4orDiTiPqvVSps22m4mIuKO3YfymDh/E9//lg3ATYlteOTqrjTxbxC/Tn2mQXx6FouFmJgYIiMjcTgcvu5OveLv71+q5LyIiJRlmiYfbNxPysebySt0EhZk54nrejKkZ4yvu9YgNIgwUsxms2ntg4iI1KicfAcPfbSZT753HRnSr304z49IILaZ1inWlAYVRkRERGrShj1HmDg/jd9+P4HNamHyFZ0Zd0kHbFqkWqMURkRERM5Q5DSY+9UO5nz5K07DJC48iNk39ua8Ns193bUGSWFERETkNPuPnmDS/E38b/fvAPyxdysevbY7IYF2H/es4fJ45eLKlStJTk4mNjYWi8XCokWLqrynoKCAhx56iLZt2xIQEEC7du14/fXXq9NfERERr/n0h3SGzFrJ/3b/TtMAP54fEc/zIxIURLzM45GRvLw84uPjGTt2LNddd51b9wwfPpzMzExee+01OnbsSHp6OoZheNxZERERb8grKGL6Jz+xcP1vACTENWPOjb1pE9HExz1rHDwOI0OGDGHIkCFut1+2bBnffPMNO3fuJDw8HIB27dp5+rYiIiJe8eNv2Uycv4mdh/KwWODuSzsycVAn7DaVPagtXv+kFy9eTN++fXnqqado1aoVnTt35r777uPEiRMV3lNQUEBOTk6pLxERkZpkGCavrNzBdS+tYeehPGLCApl3xwXcN/hcBZFa5vUFrDt37mT16tUEBgby0UcfcejQIe666y4OHz7MG2+8Ue49M2fOZPr06d7umoiINFJZOfn89b3vWfXrIQCu7B7NE3/qSbMm/j7uWeNkMc/i2FaLxcJHH33EsGHDKmzzhz/8gVWrVpGRkUFYmKtu/4cffsj1119PXl5euYfbFRQUUFBQUPJ9Tk4OcXFxZGdnExoaWt3uioiIsOLnTO5//weO5BUSaLeSktydG8+P07EYXpCTk0NYWFiVv7+9PjISExNDq1atSoIIQNeuXTFNk99++41OnTqVuScgIICAgABvd01ERBqRfIeTmUt/5v+t2wNAt5hQ5tzUm46RTX3cM/H6pNiAAQM4cOAAx44dK7n2yy+/YLVaad26tbffXkREhG0ZuVz7wpqSIHL7he356O7+CiJ1hMdh5NixY6SlpZGWlgbArl27SEtLY+/evQBMnTqVUaNGlbS/+eabiYiIYMyYMWzZsoWVK1dy//33M3bs2HKnaERERGqKaZr8Z91urnlhNdsyc2nR1J83x5zPw1d3I8BPZ5nVFR5P06xfv56BAweWfD958mQARo8ezZtvvkl6enpJMAFo2rQpX3zxBffccw99+/YlIiKC4cOHM2PGjBrovoiISPmO5BXyt/e/578/ZwFw6bktefr6eFqGaBlAXXNWC1hri7sLYERERABW/3qIyQvTyMotwN9mZepVXbi1fzstUq1ldWYBq4iISG0pLDJ49ottvLJyJ6YJHSObMufG3nSL1X/I1mUKIyIi0iDsPHiMifPT+HF/NgC39GvDw0O7EeSvtSF1ncKIiIjUa6Zp8t6G3/j74p84XuikWRM7T/6pF4O7R/u6a+ImhREREam3sk84eOijH1nyQzoASedE8PyIBKLDAn3cM/GEwoiIiNRL/9t9hEnz09h/9AR+VguT/9CZv1zcAZtVi1TrG4URERGpV4qcBv/8cjv//PJXDBPaRjRh9o29SYhr5uuuSTUpjIiISL3x2+/HmTQ/jfV7fgfguvNa8ei1PWgaoF9n9Zn+3xMRkXrhk+8P8OBHP5KbX0RIgB8z/tiDaxNa+bpbUgMURkREpE47VlDE3xf/xPsbfgOgd5tmzLmxN3HhTXzcM6kpCiMiIlJn/fDbUSbM28Tuw8exWmD8wI5MuLwTfjavn/MqtUhhRERE6hzDMHll1U6eWb6NIsMkNiyQ50ck0O+cCF93TbxAYUREROqUzJx8Ji9MY832wwBc1TOamX/sRVgTu497Jt6iMCIiInXGF1sy+dv73/P7cQdBdht/v6Ybw/vG6YC7Bk5hREREfC7f4eQfn/7Mf77dA0D32FDm3NSbDi2b+rhnUhsURkRExKe2ZuQwYd4mfsk8BsAdF7XnvsHnEuCnA+4aC4URERHxCdM0eWvdHv6x9GcKiwxaNA3gueHxXNy5pa+7JrVMYURERGrd4WMF3P/+D3y5NQuAy7pE8tT1vWjRNMDHPRNfUBgREZFaterXg0xe+D0Hcwvw97Py0FVdGZXUVotUGzGFERERqRWFRQbPfL6NV1buBKBTZFPm3NSbrjGhPu6Z+JrCiIiIeN2Og8eYOH8Tm/fnADDygrY8NLQrgXYtUhWFERER8SLTNFm4fh9/X7yFEw4nzZvYeer6eK7oFuXrrkkdojAiIiJekX3cwYMf/cinP6YD0L9DBM8NTyA6LNDHPZO6RmFERERqXOquI0yav4kD2fn4WS3cN/hc/nzROVitWqQqZSmMiIhIjSlyGsxZ8SsvfLUdw4R2EU2YfWNv4uOa+bprUocpjIiISI3Yd+Q4E+dvYuPeowDc0Kc1f7+mO8EB+lUjldOfEBEROWsfp+3n4Y82k1tQREiAH/+4rifXxMf6ultSTyiMiIhItR0rKGLax5v5cON+APq0bc6sEQnEhTfxcc+kPlEYERGRaknbd5SJ8zex5/BxrBa457JO3HNZR/xsVl93TeoZhREREfGI0zD518odPPf5LxQZJq2aBTHrxgTObxfu665JPaUwIiIibsvIzufeBWms23kYgKG9Ynj8jz0JC7L7uGdSnymMiIiIW5b/lMEDH/zA0eMOmvjb+Ps13bmhT2sdcCdnTWFEREQqdaLQyYxPt/DOd3sB6NkqjNk3JnBOy6Y+7pk0FAojIiJSoS0HcpgwfxPbs44B8JeLz+GvfzgXfz8tUpWaozAiIiJlmKbJm2t3M3PpVgqdBpEhATw3PIELO7XwddekAVIYERGRUg4dK+D+977nq20HARjUNZIn/9SLiKYBPu6ZNFQej7OtXLmS5ORkYmNjsVgsLFq0yO1716xZg5+fHwkJCZ6+rYiI1IJvfjnIlbNW8dW2g/j7WXn02u68Oqqvgoh4lcdhJC8vj/j4eObOnevRfUePHmXUqFFcfvnlnr6liIh4WUGRkxlLtjD69VQOHSvg3KgQPhl/IaOS2mm3jHidx9M0Q4YMYciQIR6/0bhx47j55pux2WwejaaIiIh3bc86xoR5m9iSngPA6KS2TL2qK4F2m497Jo1FrawZeeONN9i5cydvv/02M2bMqLJ9QUEBBQUFJd/n5OR4s3siIo2SaZos+N8+pn+yhRMOJ82b2Hn6+ngGdYvyddekkfF6GPn111+ZMmUKq1atws/PvbebOXMm06dP93LPREQar6PHC5n64Y98tjkDgAs7tuDZ4fFEhQb6uGfSGHl1o7jT6eTmm29m+vTpdO7c2e37pk6dSnZ2dsnXvn37vNhLEZHG5dudhxkyexWfbc7AbrPw4FVdeGtsooKI+IxXR0Zyc3NZv349mzZtYvz48QAYhoFpmvj5+fH5559z2WWXlbkvICCAgACt3BYRqUkOp8GcFb/ywlfbMU1o3yKYOTf2pmfrMF93TRo5r4aR0NBQfvzxx1LXXnzxRb788kvef/992rdv7823FxGRk/YePs7EBZvYtPcoAMP7tiYluTvBASo3Jb7n8Z/CY8eOsX379pLvd+3aRVpaGuHh4bRp04apU6eyf/9+3nrrLaxWKz169Ch1f2RkJIGBgWWui4iIdyzatJ+HF23mWEERIYF+zLyuJ1f3ivV1t0RKeBxG1q9fz8CBA0u+nzx5MgCjR4/mzTffJD09nb1799ZcD0VEpFpy8x1M+/gnPtq0H4Dz2zXn+REJtG7exMc9EynNYpqm6etOVCUnJ4ewsDCys7MJDQ31dXdEROq8TXt/Z+L8NPYeOY7VAhMv78zdAzvgZ9MBd1J73P39rclCEZEGxGmYvPzNDp774hechkmrZkHMvjGBvu3Cfd01kQopjIiINBDp2Se4d0Ea3+48AkByfCwzhvUgLMju456JVE5hRESkAVi2OZ0HPviR7BMOgv1tPHptD647r5XOlZF6QWFERKQeO15YxGNLfmZeqmvjQK/WYcy5sTftWgT7uGci7lMYERGpp346kM2EeZvYcTAPiwXGXdKBewd1xt9Pi1SlflEYERGpZwzD5PU1u3hq2TYKnQZRoQE8NzyBAR1b+LprItWiMCIiUo8czC3gvve+55tfDgIwqGsUT13fi/Bgfx/3TKT6FEZEROqJr7Zlcf9733PoWCEBflYevrob/9evjRapSr2nMCIiUscVFDl54rOtvLFmNwBdokOYc1NvOkeF+LZjIjVEYUREpA7bnpXLPfPS+Dk9B4Bb+7djypAuBNptPu6ZSM1RGBERqYNM0+Td1L08tmQL+Q6DiGB/nr6hF5d1ifJ110RqnMKIiEgd83teIVM+/IHlP2UCcFGnFjx7QzyRoYE+7pmIdyiMiIjUIWt3HGLygu/JyMnHbrPwwJVdGDugPVarFqlKw6UwIiJSBzicBs9/8QsvfbMD04RzWgYz58be9GgV5uuuiXidwoiIiI/tOZzHhPlpfL/vKAA3nh/HtORuNPHXX9HSOOhPuoiID3248TceWbSZvEInoYF+PPGnXlzVM8bX3RKpVQojIiI+kJPvYNqizSxKOwBAYvtwZo1IILZZkI97JlL7FEZERGrZhj2/M2nBJvYdOYHNamHS5Z24a2BHbFqkKo2UwoiISC1xGiYvfrWdWSt+xWmYtG4exOwbe9OnbXNfd03EpxRGRERqwf6jJ7h3fhqpu48AcG1CLI8N60FooN3HPRPxPYUREREvW/pjOlM++IGc/CKC/W08NqwH153X2tfdEqkzFEZERLzkeGERj36yhfn/2wdAfFwz5tyYQNuIYB/3TKRuURgREfGCzfuzmTBvEzsP5WGxwF2XdmDSoM7YbVZfd02kzlEYERGpQYZh8vqaXTy5bCsOp0l0aCDPj0ggqUOEr7smUmcpjIiI1JCs3Hz+uvB7Vv16CIA/dIviyT/1onmwv497JlK3KYyIiNSAL7dmcv97P3A4r5BAu5VpV3fnpsQ4LBbVDhGpisKIiMhZyHc4eeKzrby5djcAXWNC+edNCXSMDPFtx0TqEYUREZFq+iUzlwnzNrE1IxeAsQPa87crzyXQbvNxz0TqF4UREREPmabJ29/tZcaSLRQUGbRo6s/TN8Qz8NxIX3dNpF5SGBER8cCRvEIe+OAHvtiSCcAlnVvyzA3xtAwJ8HHPROovhRERafgMJ+xZC8cyoWkUtO0PVs+nUtZuP8S9C9PIzCnA32blgSFdGNO/HVYdcCdyVhRGRKRh27IYlj0AOQdOXQuNhSufhG7XuPUShUUGz33xC/9auQPThA4tg5lzU2+6x4Z5qdMijYvCiIg0XJsXwfujy17PSYeFo2D4W1UGkt2H8pgwfxM//JYNwE2JbXjk6q408ddfnyI1Rf82iUjD9NMi+GBMBT80AQssmwJdhpY7ZWOaJh9s3E/Kx5vJK3QSFmTnyT/15MoeMd7stUijpDAiIg3PlsXwXjkjIqWYkLPftZak/UWlfpJ9wsHDizbzyfeuqZ1+7cOZdWMCMWFBXuqwSOPm8YlNK1euJDk5mdjYWCwWC4sWLaq0/YcffsgVV1xBy5YtCQ0NJSkpieXLl1e3vyIilTOcrjUi7jqWWerbDXuOcNXsVXzy/QFsVgv3Dz6Xd++4QEFExIs8DiN5eXnEx8czd+5ct9qvXLmSK664gqVLl7JhwwYGDhxIcnIymzZt8rizIiKVMpzw3culF6tWpWkUAEVOg9n//ZUbXl7H/qMnaBPehPfHJXH3wI7YtFtGxKsspmma1b7ZYuGjjz5i2LBhHt3XvXt3RowYwbRp09xqn5OTQ1hYGNnZ2YSGhlajpyLS4JW3a6Yqoa1g0o/szylk0vxN/G/37wBc17sV06/tTkig3UudFWkc3P39XetrRgzDIDc3l/Dw8Np+axFpqLYsdu2OwcP/trryCZZszmTqhz+Sm19E0wA/ZgzrwbDerbzSTREpX62HkWeeeYZjx44xfPjwCtsUFBRQUFBQ8n1OTk5tdE1E6qOSNSLuBxEnVr7r+zyLtrRl4XrXlHFCXDPm3NibNhFNvNRREalIrYaRd999l+nTp/Pxxx8TGVnxGQ4zZ85k+vTptdgzEam39qx1e2qmeFJ6ZOEDrF3dEvgNiwXGD+zIhMs7Ybd5vIxORGpArf2bN3/+fG6//XYWLlzIoEGDKm07depUsrOzS7727dtXS70UkTrHcMKuVfDj+65/Gs7SPz9jN0xl9pstGFz4BGvNngBYLfDObf346x/OVRAR8aFaGRmZN28eY8eOZf78+QwdOrTK9gEBAQQE6NApkUZv8yJYOhmOHz517cxS7id3w1RlSuFtzDcuA07tjDFM10J8EfEtj/9T4NixY6SlpZGWlgbArl27SEtLY+/evYBrVGPUqFEl7d99911GjRrFs88+S79+/cjIyCAjI4Ps7OyaeQIRaZiWP+wq5X56EAHXlMzCUa5Fq+A69C40FpPyQ4VhwsKiS8oEkWJZufk13HER8ZTHYWT9+vX07t2b3r17AzB58mR69+5dsk03PT29JJgAvPLKKxQVFXH33XcTExNT8jVx4sQaegQRaXCWPwzr/llJA9NVyt1wgtXGpu5TME0T44w1rMcNO393jOZvRX+hvCACEBkSWGPdFpHqOas6I7VFdUZEGpGKDrcrz+glONteyIVPfkmv3JWk2N8i1nIEgG1Ga+50TGKnGVvh7TFhgax+4DIVNRPxkjpbZ0REpEKG07VGxF3HMknddYT07HzSSeSLgr6cb9nKcQLZbLbDrGLwNyW5m4KISB2gMCIidceetWXXiFSmaRRZ2afWfBhY+c7sVuVtzZrYeeI6ncArUlcojIhI3eHBNl2atIC2/YncddTtW5o1sTOmf3vGX6bzZkTqEoUREak73NymawKWq54Fq42EuGYE+9vIK3RW2L5ZEztzbzqPCzpEKISI1EEKIyLiO4bTNTVzLNMVROL6ueqIVFJR1TThlaKhtKUfnQ8eY+L8tAqDSHHseOK6ngzo1MILDyAiNUFhRERqx5nB4/hhWD61dPAIjYUe12Ou/SemaXLmIIZpwr+KruIJ5y2EffADDqfJ8UInzZrYufH8OD5OO0D6aWtIosMCSUnuprUhInWctvaKiPdtWew6zK7KM2QsmMAbZjJXsrpkmy7AITOUhx23ssy4oNQdSedE8PyIBKLDAnEaJqm7jpCVm09kSCCJ7cM1LSPiQ9raKyJ1w5bFroqpbp2q62pzJWu4uGAWfa2/EMlRsmhGqtEF44ytulf3imH2jb1LAofNaiGpQ0QNP4CIeJvCiIh4j+F0jYi4FURcLECs5TB9rb/wrVH5Nt1b+rXVyIdIA6BjKkXEe/asdWNqpnyRHK305+HBdhLbh1frtUWkblEYERHv8aRuyBmyaFbpz2dc20OjIiINhKZpRMR73KwbcjrDhB1mLN8aXStsc3WvGK7qVfGZMyJSvyiMiMjZO33bbpMWYBqwd63rn0HhcOJIubeZlD5L1wC+N8/hlsKHqeiU3WZBfsy+sXdNP4GI+JDCiIicHTe37ZYJHubJ7y3F31t4pugGXnJeU+kBd0/8qZemZ0QaGIUREak+N7ftlvfTDCJ41HELRwkl1MzjW7MbOQQDYLdZaN7ETlZuYUn7GBUwE2mwFEZEpHo82LZrwVU99RChPOb4PzIJL7duSDGH0+T5Eb2xWiwqYCbSCCiMiEj1eLht12KBFuSQSXiV9UMADh0r4NqEVmfTQxGpJxRGRKRqZ54r07Z/tbftVlU/pKRdSGC1Xl9E6h+FERGpXHkLVENj4bxbPX4p04QfzPaVtrHgOuBOBc1EGg+FERGpWEULVHMOwNczIag5nDha9uflOGSEMKHoHnabFS9ALV4RkpLcTetDRBoRhRERKV+VC1SLN+ue/s/yfePsyX2OcRykeaVvGa0dMyKNksKIiJTPnQWqJ47ApQ9ibnwTSzltC00bTxeN4FXn1WV+Vhxf7h3UiXYtgrVjRqQRUxgRkfLl7Her2fd5zbgrfzZxhd8TyVEOEooFg87sZ6nRjyzKX/uhURARKaYwIiJlbVkMS+93q+nHa39gv7M1+ym9XXctvcptP35gBwZ0bKlREBEpoTAiIqW5WVW12GEz1KOX7xQVQlKHiGp0TEQaqooPgBCRxseDqqrFMiuYhqmI6oeIyJk0MiIip3hQVdUE0s0IvjO6uP3yEcH+qh8iImUojIg0RuVVVLXa3K6qapquMPJA4W2VnrB7pseu7aF1IiJShsKISGNTUUXVK590BRM3HCaUMYX386PZwe23/cvF7bmql3bOiEhZCiMiDVV5ox9bP62gomq66/oNb7qCSU562TaAYcI+syWXFj7v9ohIeLCdGdf24KpesWf9SCLSMCmMiDRE5Y1+BIaBaVD+4tSTVVSXPwh/mIn5/q2YJpw+o2KY8L3RgZsdD5UKIld2j+T733JIz84vuRYebOePCa0Y1C1aW3hFpEoKIyINTUVbc/Ozq7jRhJz9pGbB64UTmWZ/i1iOAOA0LTxdNIJ/Oa8uMyLSMTKUubf0JXXXEbJy81VJVUQ8pjAi0pBUY2vumZasTWOZkcjnBX1JtG4lxDzOd2ZXcggut31ShwhsVotqh4hItSmMiDQkHmzNrcgvx12hw8DKt0a3Sts2b2LngnMUQkTk7KjomUhD4ubW3PJZOB4UTaoHdUNmXtdT0zEictYURkQaEje35p6peFnrvsRpGG78tRAe7M/L/3eeDrkTkRrhcRhZuXIlycnJxMbGYrFYWLRoUZX3fP3115x33nkEBATQsWNH3nzzzWp0VUQqZDhh1yrITYcmnk+bZJgRjCuYyKsHe1TZNjzYzrdTL1cQEZEa4/Gakby8POLj4xk7dizXXXddle137drF0KFDGTduHO+88w4rVqzg9ttvJyYmhsGDB1er0yJymvK28XpgTtEwni+63rVLZuNvFbYrnox5/I898ffToKqI1ByPw8iQIUMYMmSI2+1ffvll2rdvz7PPPgtA165dWb16Nc8//7zCiMjZ8vCE3fIsdfYrtV13zIB2JLZrzqNLfi5VOyQ6LJCU5G4aERGRGuf13TTr1q1j0KBBpa4NHjyYSZMmVXhPQUEBBQUFJd/n5OR4q3si9ddZbuMtMP14tGgkW822pa4nxDVjSM9Y/tA9RrVDRKRWeD2MZGRkEBVVelFdVFQUOTk5nDhxgqCgoDL3zJw5k+nTp3u7ayL121ls493ujGVC0Xi2mO3K/CwyJBBAtUNEpNbUyYnfqVOnkp2dXfK1b98+X3dJpO7ZttStZsZpAyemCfOKBnK14x9lgogFiAlzjYCIiNQmr4+MREdHk5lZuvZBZmYmoaGh5Y6KAAQEBBAQEODtronUX1sWw7cvutX0CCG0IJejZjBTHHewzEgs06Z48iUluZumYkSk1nk9jCQlJbF0aen/gvviiy9ISkry9luLNEwla0WqaGZCBhFcXPA8nS2/sdOMIZ8ASg7FO40Wp4qIL3kcRo4dO8b27dtLvt+1axdpaWmEh4fTpk0bpk6dyv79+3nrrbcAGDduHC+88AJ/+9vfGDt2LF9++SULFy7k008/rbmnEGlMPFgrklI4iiL8zpiSKR1EHhnalVsHtNeIiIj4jMdhZP369QwcOLDk+8mTJwMwevRo3nzzTdLT09m7d2/Jz9u3b8+nn37Kvffey+zZs2ndujX//ve/ta1XpDKG0xU6jmW6qqq27Q9Wm+tnbpZ8f7boer4wz6+0TbMgu4KIiPicx2Hk0ksvxTQr3kpYXnXVSy+9lE2bNnn6ViKN00+L4NO/wvFDp66FxsKVT0K3a9wq+b7IOYCXnddW2W6MgoiI1AF1cjeNSKP1+SPw3ujSQQRc0zILR7kWrrbtD6Gx5VYXyTWDmFR4J5Mcd+PEVulbNWtiZ/xlHWuu7yIi1aQwIlJXbF4Ea+dU0sCEZVMA2NR9CqZZetvuRqMjVxXMZJFxERY3CqE9oRN3RaSOUBgRqQsMJyy+u+p2Oftx7l7DXRtbc6djEhmE4zQtvFB0LTcUprCPSIIowDxtkWp4sL3US8SEBerEXRGpU7y+tVdEqHxBKrhO3C085tZL7di5g/TsSNJJ5POCvjTlBLkEn/ypyQlO1eiJCQvkm/sHsmHP7yrrLiJ1lsKIiLeVd6ru6QtSAfasdvvlssxmJf/bxHpaEIEzt+2mJHfD38+qsu4iUqdpmkbEm4pP1T2zLkhOuuv65kWuUZHMn9x7PXtTHK0ucKvpvYM6aSpGROoFjYyIeEulp+qevPbBGDANt1/yp7a3MOOzbVW2iwkLZPxlndx+XRERX9LIiIi3uFMp1c0gYpgW/l00hGt/upgdB/MIC3ItSj1z5Yfl5JfOmBGR+kQjIyLe4mal1KpkmWHc5xjHSiMegEFdo3jq+l6k7jrM9E+2kJ6dX9JWZ8yISH2kMCLiLW5USq3KV8547neM4xBh+FOIAz/GDmhHeLA/V/aI4Ypu0aTuOqKdMiJSrymMiHjLyUqp5KRT/rqRiuWbdp4supE3nEMA6GLZQwTZrDF7cfBYQUk7m9WinTIiUu9pzYiIt1htru27QNnVHRX71WjFHwunlwSRG2xf05os1pi9AIgMCazhjoqI+JZGRkS8xXBCUHO44E7MHxZgOX645EdOrFhNA8tpGcU04V3nZTxWNJJ8AvCnkPaWDD5wXoxx8r8bgv1tJLYPr+0nERHxKoURkZpyepXVwztg45slu2ksQLYZxPtFl/CF2Zfm5DLXPhvTBKsFfjebMsVxO8uNRAAiyOYwYWwz25R6izsuOkdrQkSkwVEYEakJ5VVZPUOY5QRj/ZbhKPLjCefN3OmYRIr9LXY7o5nsuJMMIvCjiA6WA2VCCEBwgI17LlftEBFpeBRGRM5WcZVVNxep/sVvCd+bHfjM6MfygvNPXrUQSAEF2MsNIgDP3hCvURERaZC0gFXkbFRaZbUsi8X19Re/T07eU1ymDPIJwCznX0mdsisiDZ1GRkTOhjtVVk9jmvCRcSGPOMZQ3g6b4iuTBnWmXYsmqh0iIo2CwoiIJ05fpNo0CnLT3b41xwziEcdYPjYGAKcWqZ5OFVRFpDFSGBFxV3mLVJu4V3Bsg9GJiY67+c2MxIaTe/3eZ5WzJ/aQSJ4dnsChYwUaBRGRRkthRMQdFS1SPX7YdcWkVM2QYk7TwovOa5lV9Cec2IizZDHb7wWirb/zXNENvHhNdwZ0bFELDyAiUncpjIhUpYpFqsXLUI2TNUOK7TcjuLfwLlLNrgBca13DY/bXacoJ7nRMYsyAczQdIyKCwohI1apYpGoFsMARsykRHANgqTORKY47yCGYYE4ww/46f7Stoci0cpdjAsuNROZ1i66d/ouI1HEKIyJVOZbpVrNHHaOI4TBHCGWhMRCAeMt25thfoI0lC9OEexz3sMzoR0xYoMq6i4icpDAiUpWmUW4122nG8rF5IQAWDO6yLWaS3wfYLU4OmBFMd4wsKfeektxNC1VFRE5SGBGpjOEE04CgZpgnjpZ79m6RaWFW0fX8aLYvdX2D2Zm/Ou4ki2akGl0wsBLsb+PZ4fFaKyIichqFEZEzFdcS2ba01Gm7FlxFy07fNZNphHGf405Wmb1KvYSJlW+NbiXfNw3w4/YL23PP5Z00IiIicgaFEZHTnVFL5MzYcHoQ+dKZwF8d4/idUABCA/3IyS8q+Xl4sJ0/JrRiULdo1Q8REamEwohIMTcPvMs37TxRdBNvOq8EIIQ8cgnmpVv6YLVayMrNVwEzEREPKIyIgNsH3v1itGKC4x62njxZd4xtKaNsX3B54bMcyivg2oRWtdBZEZGGRWFEGq4zz5Fp2x+stvLbVlFLxDThbecgZhT9HwX404Jsnra/zEDb9wAkWrcSGdLfG08hItLgKYxIw1TeOTKhsfCHmRAcUTagVFJL5IgZwt8cd/Bfoy8Al1jTeMb+Mi0tOSVt2tiPqm6IiEg1KYxIw1PR2o+cA/D+6NLXQmPhyidxBkdS3pjJGmd37nXcRRbN8cfBA37zGGNbjtVS+rWHtrdrfYiISDUpjEjD4ubajxI56bBwFNsv/ichZjjRHMFqgULTxnNFN/Av59WYWOlg2c8c+wt0t+4p92UuSuhac88gItLIWH3dAZEaVcXaj7JcoSXufzN4zDESgB3OaK4v/DsvO6/BxMrNtv+yxP+hCoMIgDUs9mx6LSLSqFUrjMydO5d27doRGBhIv379SE1NrbT9rFmzOPfccwkKCiIuLo57772X/Pz8anVYpFJuniNTmkmTExkcMUO4pnAGVztm8oPZgTCO8bL9eR7ze4NACiu4Ewht5Vp7IiIi1eJxGFmwYAGTJ08mJSWFjRs3Eh8fz+DBg8nKyiq3/bvvvsuUKVNISUnh559/5rXXXmPBggU8+OCDZ915kTLcPEfmTNlmE36jJZvNczhBAKHkkWjZypvOwYx3TMAEjDPuMbFgwQJXPlHxLh0REamSxTRNNyfXXfr168f555/PCy+8AIBhGMTFxXHPPfcwZcqUMu3Hjx/Pzz//zIoVK0qu/fWvf+W7775j9erVbr1nTk4OYWFhZGdnExoa6kl3pbExnDCrh2stiJvrRjYYnZhQOJ79tCz35xZgsDWV58PmE3Qi49QPQlu5gki3a86+3yIiDZC7v789WsBaWFjIhg0bmDp1ask1q9XKoEGDWLduXbn39O/fn7fffpvU1FQSExPZuXMnS5cuZeTIkRW+T0FBAQUFBaUeRsQtVhtc+SQsHHVy5OJUIDnzXJki08pc57XMLvoTBlZc4cWC1QLGaTkmOiyQYcnjCOo2zf26JSIi4jaPwsihQ4dwOp1ERZUeCo+KimLr1q3l3nPzzTdz6NAhLrzwQkzTpKioiHHjxlU6TTNz5kymT5/uSddETul2DZuSZhO7bjpRHC71o+JA8pvZgnsL7+J/ZhcAulj2sM2Mw8SCYcIjQ7vSIiSgbFn39hfV9tOIiDR4Xt/a+/XXX/P444/z4osv0q9fP7Zv387EiRN57LHHeOSRR8q9Z+rUqUyePLnk+5ycHOLi4rzdVWkglm1O586vWmBhtqsyKkc5SCjnW7Yxxm8Za5w9mOq4nVyCacpxZtjfYJhtDUfMpkx13M5yI5EWIQEq7S4iUks8CiMtWrTAZrORmVl6x0JmZibR0dHl3vPII48wcuRIbr/9dgB69uxJXl4ef/7zn3nooYewWsuuoQ0ICCAgIMCTrkljUkmZd6dhMv2TLZiAiZVvjW4MtqbyrP1lwshjetEoFjoHAtDb8iuz7XNpY3Utvm7OMV62z2KcYxKRIRf46ulERBodj8KIv78/ffr0YcWKFQwbNgxwLWBdsWIF48ePL/ee48ePlwkcNpvrF4eHa2dFKi7zfuWT0O0aUncdIT371LbxwdZUXrLP4kejPbcUPcQuMwYLBuNtHzPB70PsFmdJW4vFNY0z3f8/tGxb/qidiIjUPI+naSZPnszo0aPp27cviYmJzJo1i7y8PMaMGQPAqFGjaNWqFTNnzgQgOTmZ5557jt69e5dM0zzyyCMkJyeXhBIRt1RY5t1VRZXhb5FV2KfkshWDR/z+wytFV/OsczgO/IjhMM/7z+UCa/lrnCwWiOYw7Fun9SEiIrXE4zAyYsQIDh48yLRp08jIyCAhIYFly5aVLGrdu3dvqZGQhx9+GIvFwsMPP8z+/ftp2bIlycnJ/OMf/6i5p5CGr9Iy7yYm4Ph4In5xE7nA6iDV6EKCZTtTiv7MaqMnAEOs3zHT/m+aWfKqfr9qFU8TEZHq8LjOiC+ozoiwaxX8v6vdbr6w6GL+XnQrxwkkiHxS/N5ihO3rUlt7KzV6iUZGRETOklfqjIj4jJsjFfmmnceLbuEt5x8A6GbZzRz7C3S0enBejcq7i4jUKoURqR/cKPO+zWjNBMd4tpltALjdtoTJtvcJtJR/rkyFVN5dRKRWKYxI/dC2PyeCogk4noH1jKkW04T/OK9gRtEtFOJPC47yrP1lLrH9UPJzw6TUfa5aq2cICofk2SrvLiJSyxRGpF5wYmW6YxSP81SpYHHYDOFvjr+wwjgPgIHWTTxt/xctLKeOEHitaAhX+X1HLEdKrhUGRROQeCuYTlcyaX8RtLtQIyIiIj6gMCL1QuquI8w/lsDv1kmk2N8iliOsdvZgsuNOsmiOPw6m+r3LrbblZRap/tfsw+MFt5RUY82iGTddO4Jre7fxzcOIiEgpCiNSL2TlugqZLTcS+bygL9EcIZ0WAHSy/MYc+z/pat1X6h7DhAwiSDW6YJysxlpsYmhw7XVeREQqpTAi9UJkSGDJ/zaxlgSRODJZZH+YoDMWqRafuvuo45aTJ/K6WHCdwpvYPtzrfRYREfeUPRhGxFcMp6ueyI/vu/5pnCrVfn675oQFlc7OFgxaWQ8zz7iMI4SU+pnV4vqaYX+Dh/3e4gLrFmwYAKQkdzt1Cq+IiPicRkakbtiyGHPZA1hOO3PGDI3FGPwEX1kuYO5X28k+UVTys0ssm5jp/xqxllOLUovL952+ZqSFJZfb/ZZxO8vIJIIDSSn07hHj9ccRERH3KYyI721ZjLlwFCZmqe22Zs4B1i/4B+MLp5CP6xTnQD8rlxjf8pJ9VrkvVVmF1UiOELVuIsQ11/ZdEZE6RNM04luGkxOf3I9pmqX+MBaZVmY5/sRNhY+cDCKuYQ9HUREp9rcAytQbqarUu6X4XJtlU0pNAYmIiG9pZER8yrl7DUEnMkpVINtntGCS4242mOcC8CfrN8RYDrPe7IIFo9TUjOdMyNkPe9bq7BkRkTpCYUR8asfOHXQ+7fvFziQectxGLk0I4Tgz7K9xrW1dyc9/N2toS65O5RURqTMURsSnssxmdAaOmYH8vWg07zsvAeA8yy/Mtr9AnPVQqfZh5NXMG7tx1o2IiNQOhRHxKVu7Afx3ZQKPFY1ijxmNFYPxto+Y4PcRfhajTHurpfxdM+6zQGisTuUVEalDFEbEZwzDZNNvOTztuB8TCzEcYrb/XBKt2yq9rziEnHn4XdVONtapvCIidYrCiPhERnY+kxemsXbHYcBCNId5w/9Julj3u/0a2TSlOcdOXQhtBX94HIIjYNtS+GEhHD9tmic01hVEtK1XRKROURgRzxlO126UY5mutRdt+3s00vD5Txk88MEP/H7cQZDdxvRruhPsb+Xq+c3pa9lKf8tmJtgXVfk6dzkmYGLlvv5h9O3etXQ/2l8Ef5hxVv0UEZHaoTAintmyGJY9AKdVSnWNODxZ6YiD0zBZ/eshXlm1gzXbDwPQo1Uos2/sTYeWTVm34zBFppVvzW6k0oXr/VYSzZFyp2GKD8D7zuiGgRVH1wugfUTZhlabtu+KiNQDCiPivi2LYeEoiguQlchJd10f/la5gWTZ5nSmffQDuXnHOIHrwLtgu4XLzo1k8/5ssnIKyMjJL2lvYGW6YxQv2WeVWRdy+gF4JlZidOidiEi9pzAi7jGcrhGRM4MInLxmcVU27TK01FTIZz8eYM67izhqxlJIIC35nefsL9HBeoDpX49ijpEIQHiwveQeKwbZNOV155UMs62hBbmnfnYymEyzvw0OK8OSx+nQOxGRek5hRNyzZ23pqZkyylY2zczJ59H5X5NutgXgcutGnrL/iwhLLoYJL9lncadjEsuNRI7kOQAYbE0lxf5WlQfgRVuO8JL/bCzWPoAWpIqI1Gc6m0bc427F0pPtVv5ykD88/w3pzjD8KeRRvzf4t/0ZIiyuUY7iwYwU+3+w4qonMtiaykv2WURTttz7mTVFrJzcqKtzZkRE6j2FEXGPmxVLC4Ii+cenWxj1eirZJ4robNnHYv9HGOX3RdlAYYFYy2ESrVuxYlTjALzTRmNERKTe0jSNVM1wgmlAUDM4cbSCRhZ2NIlnwlILPx3YBcA1rY/z1MGHCbQ4Kn35/pbNWKxncQCezpkREanXFEakcuVs5T25XLWE04SFzkt5NOd2ThzJoXkTO09dH89lgduwvVV5EAGYYF/ESPOL6vdR58yIiNRrCiNSsYq28p6WRrLNYCY57uIrozcAAzpG8NzwBKJCA8FowYmgaAKOZ1RZtr16B+DpnBkRkYZAa0akfJVs5bVYXPU+/uvszfkFc0uCSEigH2/emugKIgBWG0HJT2OxWCh75F1pxQfglbdxuHw6Z0ZEpKFQGJHyVbKVt8i08nzRDfzZ8VcK8S+5nptfxPo9v5du3O0aLMPfwhIaW+VbWiyuiOFWIAmNrbDImoiI1C+appHyVbAodJ/RkomOu9lodgYgjkz2cWrNxprtB8nKzScyxFUZ1Wa1uAJJl6Hw1UxY9XSVb33UbEpzSwUH4OmcGRGRBkdhRMpXzqLQj539edgxllyaEEIej9tf4x3nIPYZrrZWDNZ/8wl7OUoWzdjXNJ5HrunJlT1iXMHhnEvcCiPFB+B1bpJHys2XYWs3QMFDRKQBUxiR8rXtX7L4NI8gUhy38qHhqqza17KN5+1zsVlMJjrGA+VXTj1QEM6j746Cm8dxZY8Ylh1rTy8z3O0D8L49BkPM7iQpiIiINGhaMyLlcp48rO57owNDCx7nQ+MirBhM8nufd+2P0cpyiOmOkRhYK6ycGs0RXrTP4utFr1NYZDB9yTamO0YBpw68K1b8/byiS0tdz8rNR0REGjaFESnNcMKuVfyy4k3W5MVwnWM6e4miFQdZ6P8ok/w+5JClecmZMpVVTi3+foLjNd5eu4P07HyWG4nc5ZjAEULKtLVa4K/2D1gdMIHB1lQAIkMCvf7IIiLiW5qmkVNOFjhLz87nUced7DO7AxDDYWIsh3mr6A88w3BSjS4YJ3PsXe0ziU2vuHKq1QKxHIa964AIBltTmWZ/mxaWUyfxmuYZh+BxhJfss3jQ/jcS21/llUcVEZG6o1ojI3PnzqVdu3YEBgbSr18/UlNTK21/9OhR7r77bmJiYggICKBz584sXbq0Wh0WLzlZ4Gz577EMKZjJOqM7TcjnKb+XWe1/DxGWHBYb/fn25HqOYn3CC9x6ef8TByuczinvzBqAFPtb2KqsUCIiIvWdx2FkwYIFTJ48mZSUFDZu3Eh8fDyDBw8mKyur3PaFhYVcccUV7N69m/fff59t27bx6quv0qpVq7PuvNQQw8mJzx7mQccY/uKYzFFC6GXZwaf+DzLcbyUWS+nTdcFVDyQmLJALe/d06y0+3VXEdP//AGWnc8pjtUDQiQwdgici0gh4PE3z3HPPcccddzBmzBgAXn75ZT799FNef/11pkyZUqb966+/zpEjR1i7di12ux2Adu3anV2vpUZt2biKCYfuZrvZGgsGf7EtYbLfe/hbnMCpqZZE61a+NbqVnEuTktwN+zmRVZZ8d5pWzrdsI5rDpQ+1cYcOwRMRafA8GhkpLCxkw4YNDBo06NQLWK0MGjSIdevWlXvP4sWLSUpK4u677yYqKooePXrw+OOP43Q6z67nctZM0+T11bsY9uExtputieR33rbPZIp9fkkQOV0kRwGIDgvkpf87r6R+iKvke9kdMsVcu3A+qF4ndQieiEiD59HIyKFDh3A6nURFlf4FERUVxdatW8u9Z+fOnXz55ZfccsstLF26lO3bt3PXXXfhcDhISUkp956CggIKCk6tRcjJyfGkm+KGg7kF3P/+93y97SBgYZB1PU/ZXyX8tIWlZ7rh0j7c1OGCU5VVi3W7hv+d/zx9UidT0Vk2pvuHzhTfpUPwREQaCa/vpjEMg8jISF555RVsNht9+vRh//79PP300xWGkZkzZzJ9+nRvd63R+npbFve99wOHjhUQ4GfllsQ4bls/nmaUH0SKi5H5tb+QpA4R5bYJbhaFzVJx4ijOLqcd+FsJHYInItKYeDRN06JFC2w2G5mZpefxMzMziY6OLveemJgYOnfujM126pdK165dycjIoLCwsNx7pk6dSnZ2dsnXvn37POmmVKCgyMljS7Zw6xv/49CxAs6NCmHx+AuJb9OcR4sqL0Y23TGSrDxHha/dNeS4Bz2pIo7oEDwRkUbFozDi7+9Pnz59WLFiRck1wzBYsWIFSUlJ5d4zYMAAtm/fjmGc2onxyy+/EBMTg7+/f7n3BAQEEBoaWupLzs72rFyGzV3La6t3AXBrUhs+vhrOPbicjnlpfGH05U7HJDIIL3VfBhHc6ZjEF0Zf/PauYf2SV/hpzac4i4pKtbOGlB9Gz2S59EEIjSl9MSQWLn0Q/vQajF4Ck35UEBERaUQspunZbP6CBQsYPXo0//rXv0hMTGTWrFksXLiQrVu3EhUVxahRo2jVqhUzZ84EYN++fXTv3p3Ro0dzzz338OuvvzJ27FgmTJjAQw895NZ75uTkEBYWRnZ2toKJh0zTZP7/9jH9k5/IdxiEB/vzdL8TXL75Acg5UNIukwhSCkfyudGXROtWIk8edpdqdOEK63r+bn+LmNPOnckkggNJKfQePNp1wXDCrB6YOelYylk3YmLBEhrrChrg2rKrE3hFRBo0d39/e7xmZMSIERw8eJBp06aRkZFBQkICy5YtK1nUunfvXqzWUwMucXFxLF++nHvvvZdevXrRqlUrJk6cyAMPPFCNxxJPHD1eyJQPfmTZTxkAXNSpBc/GZxK5ZBRnLjSNPHmOzF2OSSwzEkuuFxcqO1NL8zAt105gE7gCidUGVz6JZeEoV/A47fVd31N6DUj7i2r2YUVEpN7yeGTEFzQy4rl1Ow5z74I0MnLysdss/G1wF27r3wbrnJ6lRkROZ2Ihk3D658/GwIoVgzUBE4iq5JTdLEsELR/+BZufn2t0ZOUz8N2LcOLoqYahrVxBRFMvIiKNitdGRqRuczgNZv33F178egemCee0CGbOTb3p0SoMdq2qMIgAWDCJ5jCfJFvZHpyA3941xGys/NyZaA7z03fL6d7cibnsASynvb4Z1BxLvzvh4vs0DSMiIhVSGGlA9h4+zoT5m0jbdxSAEX3jmJbcjeCAk/83u1nNtHvoCbr3bMX634661T5g5zLMHf/BxCy1T8Y88Tt8PRNLZFeNioiISIUURhqIjzb9xiOLfuJYQRGhgX7MvK4XQ3udsWvF3WqmJ9sFNXfv/KDYPYsxTbPMVI4VMEyT/E/uJ6jLUI2OiIhIuap1aq/UHbn5DibN38S9C77nWEERie3C+WzSxWWDCOCMSyKTiArLthcXN3PGubZpd+k3uNL2AE4sNCk6WuG5NMUH3jl3r/H00UREpJFQGKnHNu79navmrGJR2gFsVguTr+jMvD9fQKtmQeW2T92TzbTCkUDFxc1SCkeSuicbAJufHweSUsptX8xazjbe8uzYucOtdiIi0vgojNRDTsPkhS9/5YaX17HvyAlaNw9i4V8uYMLlnUqfGQOuHS67VsGP7+PcubLK4mbLjUSycvNLrvcePJrvk2ZhWsr/o+LuIbxZZjMPnlBERBoTrRmpZw4cPcGkBWmk7nLtcrkmPpYZf+xBaKC9bOMti2HZqeJmFwKrA8KZ7hjFhQVzSoqbHcS13aolOVxg3UJk8PmlXqb3uR3hW+PMV3dL8dSPrd2Aat0vIiINn8JIPbJsczoPfPAj2SccBPvbePTaHlx3XisslnLGJ7YshoVli5tFW47wkn1WySjIYGsqz9pfJva06qrmJ6/DlU+W7IAxcjPcGkIzTdcJvcWKp3bm2G/jHx1aevi0IiLSWCiM1APHC4t4bMkW5qW6DgyMbx3G7Bt7065FcPk3GE7XiEg56zmsgAGk2P+D1WEy1z67TBtLTroryJw8rO7n3CZ0d6OfRwgh4rSTfzOI4FHHSIbdMLbs9JGIiMhJCiN13Ob92UyYv4mdB/OwWGDcJR2YfEVn7LZKxir2rK20uJnVArEcZob99ZLvSzMBCyybAl2Gsr1JT5qb4URXUok1gwiusfyTjoVbSs612dc0nkdu6MmVPcru7BERESmmMFJHGYbJ62t28dSybRQ6DaJCA3h+eAL9O7ao+mY3i5tFWHIr+akJOfthz1oiQ7sx3TGKl+yzMMzS4aV4Kma6YySzx/TDar2ArNx8IkMCSWwfrhERERGpksJIHZSVm8997/3Ayl8OAvCHblE8+adeNA/2d+8F3C1u5o5jmSR2TeI/weG8fuJKhtnW0KKcqZgfQi7mgg4RCh8iIuIxhZHaYDhdUyfHMl1BoW3/CquRfrU1i/vf/55DxwoJtFt55Opu3JzYpvxFqhVp2x9CYyEnnfLWjYAFmkTA8UNVv9bhHdjm9ORFx4GSPy2HzRA+KrqQ/5p9+J/RBQMrLyV3UxAREZFqURjxtjO21wKuoHDabhWAfIeTJ5dt5Y01uwHoEh3CP2/qTaeoEM/f02qDK5/EXDgKk9LFZAxctUEsVz0Ln0/FzEnHUk5gMbFgCWoOX8/kzEDTnFzG+n3G/xznEhnWhJTkbloXIiIi1aaiZ95UvL32zMWkxbtVtiwG4NfMXIbNXVMSRMYMaMeiuwdUL4ictMw4nzsLJ5JhnlHczIzgzsKJLKMfm7pPwTRNzDOyiGmCaZoUOg3K3ZFjAYvFwpxmC1h9/yUKIiIiclY0MuItlWyvLd6tYn42hXeze/LY0q3kOwwigv155oZ4BnaJdP89ypn+cRom0z/ZQrqRyOcFfUuKm2XRjFSjCyZW0hb/xKXGbyRU8NIWwL/waIVvbcEk4Hg67FsH7S9yr78iIiLlUBjxliq21/5uBvPA4eF8/vEWAC7q1IJnh8cTGRLo3utXMv2TGjCA9GxXSXcDK98a3crcnpVzggkB/3ZN45yx1MNice2ScWsFiJs7d0RERCqiMOItlfySXuvsxr2Ou8gkHLvV5IEh3Rg7oD1WdxeAVlBdtXj6x5Y4CysRZUZEjNNm5RKtW0tVXT2T22tRa3LnjoiINEoKI95Szi9ph2nj+aLrecmZjImVcywHmHPBcXpcdLX7r+vG9E/vtBTWBFiJOS1sHDBdZ9IsNxIBiOSoW293svxZOSyukZi2/d3vu4iISDm0gNVb2vaHkFMLO3cbUVxf+HdedF6LiZWbbCtY4v8QPbb/yxUw3FXF9A+Y2AuPEn3GqEc0rjNpBltTsQBFTdw/K+bMI/JKlrVe+USFW5RFRETcpTDiLVYb9BmDacIHzosYWvg435sdCOMYL9mfZ6b9NZpYCkqqnLrNzTUaZ45mFE+7pNj/gxWDa669nhNB0SUVVM9kmJDtH8ldle3IMc4v/2YREREPaJrGi3Katudhx90sNgYA0M+yhef9Xyy7VsOTRaBnsUaj+EyaeX9wktizNdiexlw4CgOzbC0Si4WZxq18ZiSwvOD8cnfkfP/JFq7oFq1iZyIiclY0MuIlG75ZzFUf5rPYGIANJ/f5LeBd/3+Uv2jUk4BRXF3Vvb0u5UpsWeT6H92uIS1pNgeJKPXzLCL4tMsTzD+WAJzakbPY6M+3RjcMrJhAenY+qbsqXgQrIiLiDo2M1DCnYTJ34RJmp4GTCOIsWcy2v8B51u3ltC5nEWhVpeNPVld17aaxUP5C1iqcDD/LNqdz51ctsDC71MjH/4wuONPcy6lZufmev7+IiMhpFEZq0P6jJ7h3/iZSd7t+kQ+zruYx+xuEWE5UfNPpi0DdLB1Pt2tg+Ftl21qsYJ653PR0p8JPcWE0EzArqEXiDrfrooiIiFRA0zQ1ZOmP6QyZtZLU3b/TlOM8b5/LLP8XKw4iTVq4AkVxyHCzdHyJbtfgnPAjP13xLts7uM6gMasKIlASflJ3HSkpjFYdFiAmLJDE9uFVthUREamMRkbO0vHCIqYv3sKC9fsASIgwmJ37IG2tWZXe9333+4gvDiJu1A5h2RToMrRkFGXZ5nSmf7KFzGyD1QFLyq2kWkpIDAw5NcLiyfTKmZNBxW+TopN6RUSkBmhk5Cxs3p/N1XNWsWD9PiyYjO/tz3vDmlYZRABap/6DTcv/n+sbN2qHnL4FeNnmdO58eyPp2fkllVSrzAR/fLnUVI+70yv3DupMdFjpttFhgbz0f+fpgDwREakRGhmpBsMweW31Lp5atgWHYSGawzxvf5Gkn3+G/bEQ1BzzxFEslSwubU4u4esm4GzdDJvhcO+Nj2WWWusB7ldSNY5llUqeie3DiQkLJCM7v9xeWnCFjvGXdWT8ZR1J3XWErNx8IkNcUzMaERERkZqikREPZeXkM/qNVP6x9GcchoUrraksC5hCku1nV4OcdDjxO2BWWFAMXFMqpglFnz7gWj/ijqZRZdZ6ZNHMrVvHf3KAZZvTS763WS2kJLsWrZ4ZK86chrFZLSR1iODahFYkdYhQEBERkRqlMOKBFT9ncuXsVaz69RCBFDLT71Vess+imSXvtFauNR6F/s04QtNKX89qgYDj6a5jciutHWKB0FbQtn+ZtR6pRhcOmOGVVlI9YEawPPcc7nx7Y6lAcmWPGF76v/M0DSMiIj6laRo35DucPPHZVt5cuxuArhFW/pn7IB2tFa3zMAkoPMorzmu5x+/jqt8g72AltUNK74I5c62HgZXpjlG8ZJ+FYZZexFocUKY7RuLEigWYfkbV1Ct7xHBFt2hNw4iIiM9oZKQKv2TmMmzumpIgctuF7Vl0RV4lQeSUJv7uZT1ncOSp2iGhZ4xGhMaW2gJcvNbj9Kiw3EjkTsckMjjjDBkiuNMxqeSk3oqqpmoaRkREfEkjIxUwTZO3v93DjE9/pqDIoEVTf565IZ5Lz42EXYfdeo2wrpdzYPNXRFP+bhfDdAWGPc4uJIErcHQZWmkF1uK1Hne+vbHUGMpyI5EvCvqWOUPGKCdvqmqqiIjUJQoj5TiSV8jf3v+B//7sOsDuks4teeaGeFqGBLgaFJ8Pk5NO+bVBXGtA7B0vYvqmqqdQrso7bTeN1QbtL6q0f8VrPaZ/sqXUYtZmwQF8m1d1JVVVTRURkbpEYeQMa7Yf4t4FaWTlFuBvszJlSBdu7d8O6+lJotLzYU6t8YgMCC6ZQkmxv0Usp6ZHMohgumMky41Ebq1GOChvrUefts255Omvqtyuq6qpIiJSl1RrzcjcuXNp164dgYGB9OvXj9TUVLfumz9/PhaLhWHDhlXnbb2qsMjgic+28n+vfUdWbgEdI5uy6O4BjL2wfekgUsyNNR7F6zs+NxK5sGAONxY+zITC8dxY+DAXFszmcyPxrEqqn7nWw9/P6vZ2XRERkbrCYpqmR8e+LliwgFGjRvHyyy/Tr18/Zs2axXvvvce2bduIjIys8L7du3dz4YUXcs455xAeHs6iRYvcfs+cnBzCwsLIzs4mNDTUk+66ZdehPCbO38QPv2UDcHO/NjwytBtB/rYq7qTSU3adhskLX/7K8//9tcxtxXHAG1toi0vFnz6FExMWSEpyN23XFRGRWuPu72+Pw0i/fv04//zzeeGFFwAwDIO4uDjuuecepkyZUu49TqeTiy++mLFjx7Jq1SqOHj1aJ8KIaZq8v+E3Uhb/xPFCJ82a2Hniul5c2SP6rF+7vEBwOm+EA6dhlkzbtGgaACYcyivQdl0REfEJd39/e7RmpLCwkA0bNjB16tSSa1arlUGDBrFu3boK73v00UeJjIzktttuY9WqVVW+T0FBAQUFBSXf5+TkeNJNtxiGyb0L0/g4zbVF94Jzwnl+RAIxYUFn/drFZ8dUlPLuHdSZ8Zd1rNFwUNloSFKHiBp7HxERkZrm0ZqRQ4cO4XQ6iYqKKnU9KiqKjIyMcu9ZvXo1r732Gq+++qrb7zNz5kzCwsJKvuLi4jzpplusVguxzYKwWS3cP/hc3rn9ghoJImeeHXMmCzD/f3srvX/djsN8nLafdTsO46yspvxJpx+cd7qM7PwyVVdFRETqGq/upsnNzWXkyJG8+uqrtGjh5vkrwNSpU5k8eXLJ9zk5OV4JJJOv6MzVvWLoHhtWY6955tkxZzq98NiZIxbVWetRWfhxFaYvW3VVRESkLvEojLRo0QKbzUZmZmap65mZmURHl11nsWPHDnbv3k1ycnLJNcMwXG/s58e2bdvo0KFDmfsCAgIICAjwpGvVYrdZazSIgPsFxc5sV9HUTvHoRkULXc8m/IiIiNQFHk3T+Pv706dPH1asWFFyzTAMVqxYQVJSUpn2Xbp04ccffyQtLa3k65prrmHgwIGkpaV5ZbTD19wtKHZ6u6pGN8A1ulHelE11w4+IiEhd4fE0zeTJkxk9ejR9+/YlMTGRWbNmkZeXx5gxYwAYNWoUrVq1YubMmQQGBtKjR49S9zdr1gygzPWGori2SEWFxwDCg+30adu85PuzGd2oTvgRERGpSzwuejZixAieeeYZpk2bRkJCAmlpaSxbtqxkUevevXtJT2+8CyaLz46BsoXHih3Jc3DJ01+VLCw9m9GN8g7OO50FzqqwmoiIiLd5XGfEF7xd9OxsnF7b4/R6HlXVGTm96FlYkD83vfptle81744Lyl33UbzeBMotTO+VwmoiIiJV8UqdESmtqt0vl3WJ4oKZKziSV1jm3tN3unxz/8BKp3aqOlOmooPzolV1VURE6gGFkWpyZ/dLWJB/uUGkWPFakA17ficluRt3vr2xomP3qjxTpryD81R1VURE6oNqHZTX2Lm7+yUjx/21IMWjG9FhpReaRocFuj3NcubBeQoiIiJSH2hkpBrc3f1y5FhBhW1OV7zTRaMbIiLSGCmMVIO7u1/Cg/09XgtSPLohIiLSWGiaphrcrdkRHRZU4TZfd9eCiIiINHQKI9XgSW2PmlgLIiIi0pBpmqYaigububv7RWtBREREKqaiZ2ehOqfsioiINBYqelYLNOIhIiJy9hRGzpJ2v4iIiJwdLWAVERERn1IYEREREZ9SGBERERGfUhgRERERn1IYEREREZ9SGBERERGfUhgRERERn1IYEREREZ9SGBERERGfqhcVWIuPz8nJyfFxT0RERMRdxb+3qzoGr16EkdzcXADi4uJ83BMRERHxVG5uLmFhYRX+vF6c2msYBgcOHCAkJASLpeYOocvJySEuLo59+/bVqdOAa1Nj/wwa+/ODPgM9f+N+ftBn4M3nN02T3NxcYmNjsVorXhlSL0ZGrFYrrVu39trrh4aGNso/gKdr7J9BY39+0Geg52/czw/6DLz1/JWNiBTTAlYRERHxKYURERER8alGHUYCAgJISUkhICDA113xmcb+GTT25wd9Bnr+xv38oM+gLjx/vVjAKiIiIg1Xox4ZEREREd9TGBERERGfUhgRERERn1IYEREREZ9q8GFk7ty5tGvXjsDAQPr160dqaqpb982fPx+LxcKwYcO828Fa4OlncPToUe6++25iYmIICAigc+fOLF26tJZ6W/M8ff5Zs2Zx7rnnEhQURFxcHPfeey/5+fm11NuatXLlSpKTk4mNjcVisbBo0aIq7/n6668577zzCAgIoGPHjrz55pte76c3efoZfPjhh1xxxRW0bNmS0NBQkpKSWL58ee101guq82eg2Jo1a/Dz8yMhIcFr/fO26jx/QUEBDz30EG3btiUgIIB27drx+uuve7+zXlKdz+Cdd94hPj6eJk2aEBMTw9ixYzl8+LDX+tigw8iCBQuYPHkyKSkpbNy4kfj4eAYPHkxWVlal9+3evZv77ruPiy66qJZ66j2efgaFhYVcccUV7N69m/fff59t27bx6quv0qpVq1ruec3w9PnfffddpkyZQkpKCj///DOvvfYaCxYs4MEHH6zlnteMvLw84uPjmTt3rlvtd+3axdChQxk4cCBpaWlMmjSJ22+/vV7/Mvb0M1i5ciVXXHEFS5cuZcOGDQwcOJDk5GQ2bdrk5Z56h6fPX+zo0aOMGjWKyy+/3Es9qx3Vef7hw4ezYsUKXnvtNbZt28a8efM499xzvdhL7/L0M1izZg2jRo3itttu46effuK9994jNTWVO+64w3udNBuwxMRE8+677y753ul0mrGxsebMmTMrvKeoqMjs37+/+e9//9scPXq0ee2119ZCT73H08/gpZdeMs855xyzsLCwtrroVZ4+/913321edtllpa5NnjzZHDBggFf7WRsA86OPPqq0zd/+9jeze/fupa6NGDHCHDx4sBd7Vnvc+QzK061bN3P69Ok136Fa5snzjxgxwnz44YfNlJQUMz4+3qv9qi3uPP9nn31mhoWFmYcPH66dTtUydz6Dp59+2jznnHNKXZszZ47ZqlUrr/WrwY6MFBYWsmHDBgYNGlRyzWq1MmjQINatW1fhfY8++iiRkZHcdttttdFNr6rOZ7B48WKSkpK4++67iYqKokePHjz++OM4nc7a6naNqc7z9+/fnw0bNpRM5ezcuZOlS5dy1VVX1UqffW3dunWlPi+AwYMHV/rvTENnGAa5ubmEh4f7uiu15o033mDnzp2kpKT4uiu1bvHixfTt25ennnqKVq1a0blzZ+677z5OnDjh667VmqSkJPbt28fSpUsxTZPMzEzef/99r/49WC8OyquOQ4cO4XQ6iYqKKnU9KiqKrVu3lnvP6tWree2110hLS6uFHnpfdT6DnTt38uWXX3LLLbewdOlStm/fzl133YXD4ah3fzFV5/lvvvlmDh06xIUXXohpmhQVFTFu3Lh6O03jqYyMjHI/r5ycHE6cOEFQUJCPeuY7zzzzDMeOHWP48OG+7kqt+PXXX5kyZQqrVq3Cz6/B/oqo0M6dO1m9ejWBgYF89NFHHDp0iLvuuovDhw/zxhtv+Lp7tWLAgAG88847jBgxgvz8fIqKikhOTvZ4qs8TDXZkxFO5ubmMHDmSV199lRYtWvi6Oz5jGAaRkZG88sor9OnThxEjRvDQQw/x8ssv+7prteLrr7/m8ccf58UXX2Tjxo18+OGHfPrppzz22GO+7pr4wLvvvsv06dNZuHAhkZGRvu6O1zmdTm6++WamT59O586dfd0dnzAMA4vFwjvvvENiYiJXXXUVzz33HP/v//2/RjM6smXLFiZOnMi0adPYsGEDy5YtY/fu3YwbN85r79lgY2+LFi2w2WxkZmaWup6ZmUl0dHSZ9jt27GD37t0kJyeXXDMMAwA/Pz+2bdtGhw4dvNvpGubpZwAQExOD3W7HZrOVXOvatSsZGRkUFhbi7+/v1T7XpOo8/yOPPMLIkSO5/fbbAejZsyd5eXn8+c9/5qGHHsJqbdj5PTo6utzPKzQ0tNGNisyfP5/bb7+d9957r8zUVUOVm5vL+vXr2bRpE+PHjwdcfw+apomfnx+ff/45l112mY976V0xMTG0atWq1LH3Xbt2xTRNfvvtNzp16uTD3tWOmTNnMmDAAO6//34AevXqRXBwMBdddBEzZswgJiamxt+zwf7N6u/vT58+fVixYkXJNcMwWLFiBUlJSWXad+nShR9//JG0tLSSr2uuuaZkV0FcXFxtdr9GePoZgGt4bvv27SVBDOCXX34hJiamXgURqN7zHz9+vEzgKA5mZiM4xikpKanU5wXwxRdfVPh5NVTz5s1jzJgxzJs3j6FDh/q6O7UmNDS0zN+D48aN49xzzyUtLY1+/fr5uoteN2DAAA4cOMCxY8dKrv3yyy9YrVZat27tw57VHp/8Pei1pbF1wPz5882AgADzzTffNLds2WL++c9/Nps1a2ZmZGSYpmmaI0eONKdMmVLh/Q1hN42nn8HevXvNkJAQc/z48ea2bdvMJUuWmJGRkeaMGTN89QhnxdPnT0lJMUNCQsx58+aZO3fuND///HOzQ4cO5vDhw331CGclNzfX3LRpk7lp0yYTMJ977jlz06ZN5p49e0zTNM0pU6aYI0eOLGm/c+dOs0mTJub9999v/vzzz+bcuXNNm81mLlu2zFePcNY8/Qzeeecd08/Pz5w7d66Znp5e8nX06FFfPcJZ8fT5z1Tfd9N4+vy5ublm69atzeuvv9786aefzG+++cbs1KmTefvtt/vqEc6ap5/BG2+8Yfr5+ZkvvviiuWPHDnP16tVm3759zcTERK/1sUGHEdM0zX/+859mmzZtTH9/fzMxMdH89ttvS352ySWXmKNHj67w3oYQRkzT889g7dq1Zr9+/cyAgADznHPOMf/xj3+YRUVFtdzrmuPJ8zscDvPvf/+72aFDBzMwMNCMi4sz77rrLvP333+v/Y7XgK+++soEynwVP/Po0aPNSy65pMw9CQkJpr+/v3nOOeeYb7zxRq33uyZ5+hlccskllbavb6rzZ+B09T2MVOf5f/75Z3PQoEFmUFCQ2bp1a3Py5Mnm8ePHa7/zNaQ6n8GcOXPMbt26mUFBQWZMTIx5yy23mL/99pvX+mgxzUYw9iwiIiJ1VoNdMyIiIiL1g8KIiIiI+JTCiIiIiPiUwoiIiIj4lMKIiIiI+JTCiIiIiPiUwoiIiIj4lMKIiIiI+JTCiIiIiPiUwoiIiIj4lMKIiIiI+JTCiIiIiPjU/wejX+2LzkcpqAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"correlation of Dem seats across uncertainty\")\n",
    "plt.scatter(sDemlist, sDem1list, label=sd1)\n",
    "plt.scatter(sDemlist, sDem2list, label=sd2)\n",
    "plt.plot([0.4,1.8],[0.4,1.8])\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "03ea18b2-4f81-42e4-9f2b-7826cdb936ae",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "9c589381-f08e-4e4f-ade7-616a4abf7e01",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "now create a smaller splotch to cover smaller city pops\n",
      "I need 119.5 additional city pixels to make a total of  312 urban pixels\n",
      "I will now create city pixels adjacent to random boundary pixels\n"
     ]
    }
   ],
   "source": [
    "print(\"now create a smaller splotch to cover smaller city pops\")  #IDEA - LOOP THIS AROUND FOR MANY cityFrac's\n",
    "districtL = 25  #100\n",
    "districtArea = districtL * districtL\n",
    "maxX = 200 # int( 4 * districtL)  #number of pixels.  We will center at 100,100 to use same district sizes as in first round\n",
    "maxY = 200 # int( 4 * districtL)\n",
    "bkg = 0.60   #ignore this\n",
    "cityFrac = 0.5\n",
    "pGOP = [ [bkg] * maxY for x in range(maxX)]\n",
    "isCityPt = [ [0]* maxY for x in range(maxX)]\n",
    "isBoundaryPt = [ [0]* maxY for x in range(maxX)]\n",
    "cityCPx, cityCPy = int(0.5*maxX), int(0.5*maxY)\n",
    "cityCP = Point(cityCPx, cityCPy)\n",
    "cityRadius = int(0.75* 4./3.14*0.5* districtL * cityFrac**0.5)  #~85% of the city is a simple circle\n",
    "for x in range(maxX):\n",
    "    for y in range(maxY):\n",
    "        currentPt = Point(x,y)\n",
    "        if currentPt.distance(cityCP) < cityRadius:\n",
    "            isCityPt[x][y] = 1\n",
    "nNeeded = cityFrac * districtArea - np.sum(isCityPt)  #number of additional city points to fill out the city\n",
    "print(\"I need\",nNeeded,\"additional city pixels to make a total of \",int(districtArea * cityFrac),\"urban pixels\")\n",
    "print(\"I will now create city pixels adjacent to random boundary pixels\")\n",
    "nCityNeighbors = [[0]*maxY for x in range(maxX)]\n",
    "boundaryList = list()\n",
    "for x in range(1,maxX-1):  #build the initial list of in-city boundary pixels\n",
    "    for y in range(1,maxY-1) :\n",
    "        if isCityPt[x][y] == 1:\n",
    "            if countNeighbors(isCityPt,x,y) < 4:\n",
    "                isBoundaryPt[x][y] = 1\n",
    "                boundaryList.append(x*maxY + y)\n",
    "while nNeeded > 0:\n",
    "    removeList = list()\n",
    "    index = random.randint( int( 0.9 *len( boundaryList)) )  #0.9 to bias against newer adds   \n",
    "    x = int(boundaryList[index]/maxY)\n",
    "    y = int(boundaryList[index]%maxY)\n",
    "    notAdded = True\n",
    "    counter = 0\n",
    "    while notAdded:\n",
    "        if countNeighbors(isCityPt,x,y) == 4:\n",
    "            print(\"ERROR! Point at\",x,y,\"has no rural neighbors\")\n",
    "            counter +=1\n",
    "            break\n",
    "            if counter > 5:\n",
    "                stop = input(\"what now?\")\n",
    "        dx = [-1, 1,  0, 0 ]\n",
    "        dy = [ 0, 0, -1, 1]\n",
    "        n = random.randint(4)  #picking a random neighbor of this boundary pixel.  Could already be in city ...\n",
    "        newX, newY = x+dx[n], y+dy[n]  #this could pick an in-city neighbor.  If so, we will just loop around\n",
    "        if isCityPt[newX][newY] == 0:  #... but if not in city, proceed to add and check for newly surrounded\n",
    "            isCityPt[newX][newY] = 1\n",
    "            LOC = newX*maxY + newY\n",
    "            NEWX, NEWY = int(LOC/maxY), int(LOC%maxY)\n",
    "            #print(\"adding point at (\",newX,\",\",newY,\") = \",NEWX, NEWY)\n",
    "            notAdded = False\n",
    "            nNeeded -= 1\n",
    "            if countNeighbors(isCityPt, newX, newY) < 4:\n",
    "                isBoundaryPt[newX][newY] = 1\n",
    "                boundaryList.append(newX*maxY +newY)\n",
    "            for i in range(4):\n",
    "                nbrX, nbrY = newX+dx[n], newY+dy[n]\n",
    "                if countNeighbors(isCityPt, nbrX, nbrY) == 4:\n",
    "                    isBoundaryPt[nbrX][nbrY] = 0\n",
    "                    if isCityPt[nbrX][nbrY] == 0:\n",
    "                        isCityPt[nbrX][nbrY] = 1  #newly surrounded noncity -- take it!  (can't be a boundary)\n",
    "                        nNeeded -=1\n",
    "            oldBoundaryList = boundaryList.copy()  #rebuilding this list this way is safer than a remove operation\n",
    "            boundaryList = list()\n",
    "            boundaryXlist = list()\n",
    "            boundaryYlist = list()\n",
    "            for p in oldBoundaryList:\n",
    "                XX = int(p/maxY)\n",
    "                YY = p%maxY\n",
    "                if countNeighbors(isCityPt,XX, YY) < 4 :\n",
    "                    boundaryList.append(p)\n",
    "                    boundaryXlist.append(XX)\n",
    "                    boundaryYlist.append(YY)\n",
    "            \n",
    "            if nNeeded%50 == 0:\n",
    "                print(\"I added point at\",newX,newY,\". We now only need\",nNeeded,\"more city pixels\")\n",
    "                for jj, b in enumerate(boundaryList):    \n",
    "                    plotPoly(Point(boundaryXlist[jj], boundaryYlist[jj]).buffer(0.4))\n",
    "                plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "c85aa4b7-bb58-4388-8f9c-91316d15663c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "checking splotch integrity.  Total number of splotch points = 313\n",
      "centroid is at 100.19808306709265 99.97124600638978\n",
      "which is approximately 100 100\n",
      "visualizing the splotch\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "splotchSize = np.sum(isCityPt)\n",
    "print(\"checking splotch integrity.  Total number of splotch points =\",splotchSize)\n",
    "avgX, avgY = 0, 0\n",
    "for x in range(maxX):\n",
    "    for y in range(maxY):\n",
    "        if isCityPt[x][y] == 1:\n",
    "            avgX += x\n",
    "            avgY += y\n",
    "avgX = avgX / float(np.sum(isCityPt))\n",
    "avgY = avgY / float(np.sum(isCityPt))\n",
    "print(\"centroid is at\",avgX, avgY)\n",
    "avgX, avgY = int(round(avgX,0)), int( round(avgY,0) )\n",
    "print(\"which is approximately\",avgX, avgY)\n",
    "print(\"visualizing the splotch\")\n",
    "for x in range(70,130):\n",
    "    for y in range(70,130):\n",
    "        if isCityPt[x][y] == 1:\n",
    "            plotPoly(Point(x,y).buffer(0.5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "83bf57d8-7789-4aa2-909d-ae21e4d89c95",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "build a simple list of pixels in the city, their x and y coordinates\n"
     ]
    }
   ],
   "source": [
    "cityXlist, cityYlist = list(), list()\n",
    "print(\"build a simple list of pixels in the city, their x and y coordinates\")\n",
    "for x in range(0, 2 * avgX):\n",
    "    for y in range(0, 2 * avgY):\n",
    "        if isCityPt[x][y]:\n",
    "            cityXlist.append(x)\n",
    "            cityYlist.append(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "546de846-a294-4a45-9678-89db504136a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "nCityPixels = [1250] * len(dList)  #so we can distinguish between prev array and this one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "f114ceb1-1057-41f3-b48e-ce770e9866d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now loop around district length.  For each length, determine the number of city pixels in each of the four districts\n",
      "In each case, the map is centered around ( 100 , 100 ) \n",
      "starting calculations for city / district size = 0.24151234567901236 time = 0\n",
      "nosplitFracDem, splotchSize, nDP 0.24151234567901234 313 1296.0\n",
      "r,b,nosplitGOP 0.1 0.325 0.4973572530864197\n",
      "r,b,nosplitGOP 0.1 0.35 0.4913194444444444\n",
      "r,b,nosplitGOP 0.1 0.375 0.4852816358024691\n",
      "r,b,nosplitGOP 0.1 0.39999999999999997 0.4792438271604938\n",
      "r,b,nosplitGOP 0.1 0.425 0.4732060185185185\n",
      "r,b,nosplitGOP 0.1 0.44999999999999996 0.4671682098765432\n",
      "r,b,nosplitGOP 0.1 0.475 0.4611304012345679\n",
      "r,b,nosplitGOP 0.1 0.5 0.45509259259259255\n",
      "r,b,nosplitGOP 0.1 0.5249999999999999 0.44905478395061726\n",
      "r,b,nosplitGOP 0.1 0.5499999999999999 0.4430169753086419\n",
      "r,b,nosplitGOP 0.1 0.575 0.43697916666666664\n",
      "r,b,nosplitGOP 0.1 0.6 0.43094135802469136\n",
      "r,b,nosplitGOP 0.1 0.625 0.424903549382716\n",
      "r,b,nosplitGOP 0.1 0.6499999999999999 0.41886574074074073\n",
      "r,b,nosplitGOP 0.1 0.6749999999999999 0.41282793209876545\n",
      "r,b,nosplitGOP 0.1 0.7 0.4067901234567901\n",
      "r,b,nosplitGOP 0.1 0.725 0.40075231481481477\n",
      "r,b,nosplitGOP 0.1 0.75 0.3947145061728395\n",
      "r,b,nosplitGOP 0.1 0.7749999999999999 0.3886766975308642\n",
      "r,b,nosplitGOP 0.1 0.7999999999999999 0.38263888888888886\n",
      "r,b,nosplitGOP 0.1 0.825 0.3766010802469136\n",
      "r,b,nosplitGOP 0.1 0.8499999999999999 0.3705632716049383\n",
      "r,b,nosplitGOP 0.1 0.875 0.36452546296296295\n",
      "r,b,nosplitGOP 0.1 0.8999999999999999 0.3584876543209876\n",
      "r,b,nosplitGOP 0.1 0.925 0.3524498456790123\n",
      "r,b,nosplitGOP 0.1 0.95 0.34641203703703705\n",
      "r,b,nosplitGOP 0.1 0.9749999999999999 0.3403742283950617\n",
      "r,b,nosplitGOP 0.1 1.0 0.33433641975308637\n",
      "histogram of seat leans for dL, b, r =  36 1.0 0.1 ; nosplit blue district GOP = 0.3343\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.195625 time = 171\n",
      "nosplitFracDem, splotchSize, nDP 0.195625 313 1600.0\n",
      "r,b,nosplitGOP 0.1 0.425 0.4972968750000001\n",
      "r,b,nosplitGOP 0.1 0.44999999999999996 0.49240625000000005\n",
      "r,b,nosplitGOP 0.1 0.475 0.48751562500000006\n",
      "r,b,nosplitGOP 0.1 0.5 0.4826250000000001\n",
      "r,b,nosplitGOP 0.1 0.5249999999999999 0.47773437500000004\n",
      "r,b,nosplitGOP 0.1 0.5499999999999999 0.47284375000000006\n",
      "r,b,nosplitGOP 0.1 0.575 0.4679531250000001\n",
      "r,b,nosplitGOP 0.1 0.6 0.46306250000000004\n",
      "r,b,nosplitGOP 0.1 0.625 0.45817187500000006\n",
      "r,b,nosplitGOP 0.1 0.6499999999999999 0.4532812500000001\n",
      "r,b,nosplitGOP 0.1 0.6749999999999999 0.44839062500000004\n",
      "r,b,nosplitGOP 0.1 0.7 0.44350000000000006\n",
      "r,b,nosplitGOP 0.1 0.725 0.4386093750000001\n",
      "r,b,nosplitGOP 0.1 0.75 0.43371875000000004\n",
      "r,b,nosplitGOP 0.1 0.7749999999999999 0.42882812500000006\n",
      "r,b,nosplitGOP 0.1 0.7999999999999999 0.4239375000000001\n",
      "r,b,nosplitGOP 0.1 0.825 0.41904687500000004\n",
      "r,b,nosplitGOP 0.1 0.8499999999999999 0.4141562500000001\n",
      "r,b,nosplitGOP 0.1 0.875 0.4092656250000001\n",
      "r,b,nosplitGOP 0.1 0.8999999999999999 0.40437500000000004\n",
      "r,b,nosplitGOP 0.1 0.925 0.39948437500000006\n",
      "r,b,nosplitGOP 0.1 0.95 0.3945937500000001\n",
      "r,b,nosplitGOP 0.1 0.9749999999999999 0.3897031250000001\n",
      "r,b,nosplitGOP 0.1 1.0 0.38481250000000006\n",
      "histogram of seat leans for dL, b, r =  40 1.0 0.1 ; nosplit blue district GOP = 0.3848\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.16167355371900827 time = 354\n",
      "nosplitFracDem, splotchSize, nDP 0.16167355371900827 313 1936.0\n",
      "r,b,nosplitGOP 0.1 0.5249999999999999 0.4989540289256198\n",
      "r,b,nosplitGOP 0.1 0.5499999999999999 0.4949121900826446\n",
      "r,b,nosplitGOP 0.1 0.575 0.4908703512396694\n",
      "r,b,nosplitGOP 0.1 0.6 0.48682851239669417\n",
      "r,b,nosplitGOP 0.1 0.625 0.48278667355371896\n",
      "r,b,nosplitGOP 0.1 0.6499999999999999 0.4787448347107438\n",
      "r,b,nosplitGOP 0.1 0.6749999999999999 0.47470299586776854\n",
      "r,b,nosplitGOP 0.1 0.7 0.4706611570247934\n",
      "r,b,nosplitGOP 0.1 0.725 0.4666193181818181\n",
      "r,b,nosplitGOP 0.1 0.75 0.46257747933884297\n",
      "r,b,nosplitGOP 0.1 0.7749999999999999 0.45853564049586776\n",
      "r,b,nosplitGOP 0.1 0.7999999999999999 0.45449380165289255\n",
      "r,b,nosplitGOP 0.1 0.825 0.45045196280991734\n",
      "r,b,nosplitGOP 0.1 0.8499999999999999 0.44641012396694213\n",
      "r,b,nosplitGOP 0.1 0.875 0.4423682851239669\n",
      "r,b,nosplitGOP 0.1 0.8999999999999999 0.4383264462809917\n",
      "r,b,nosplitGOP 0.1 0.925 0.43428460743801645\n",
      "r,b,nosplitGOP 0.1 0.95 0.4302427685950413\n",
      "r,b,nosplitGOP 0.1 0.9749999999999999 0.42620092975206614\n",
      "r,b,nosplitGOP 0.1 1.0 0.4221590909090909\n",
      "histogram of seat leans for dL, b, r =  44 1.0 0.1 ; nosplit blue district GOP = 0.4222\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.13585069444444445 time = 539\n",
      "nosplitFracDem, splotchSize, nDP 0.13585069444444445 313 2304.0\n",
      "r,b,nosplitGOP 0.1 0.6499999999999999 0.4981119791666667\n",
      "r,b,nosplitGOP 0.1 0.6749999999999999 0.4947157118055556\n",
      "r,b,nosplitGOP 0.1 0.7 0.4913194444444445\n",
      "r,b,nosplitGOP 0.1 0.725 0.4879231770833334\n",
      "r,b,nosplitGOP 0.1 0.75 0.48452690972222223\n",
      "r,b,nosplitGOP 0.1 0.7749999999999999 0.48113064236111114\n",
      "r,b,nosplitGOP 0.1 0.7999999999999999 0.47773437500000004\n",
      "r,b,nosplitGOP 0.1 0.825 0.47433810763888895\n",
      "r,b,nosplitGOP 0.1 0.8499999999999999 0.47094184027777786\n",
      "r,b,nosplitGOP 0.1 0.875 0.4675455729166667\n",
      "r,b,nosplitGOP 0.1 0.8999999999999999 0.4641493055555556\n",
      "r,b,nosplitGOP 0.1 0.925 0.46075303819444446\n",
      "r,b,nosplitGOP 0.1 0.95 0.45735677083333337\n",
      "r,b,nosplitGOP 0.1 0.9749999999999999 0.4539605034722223\n",
      "r,b,nosplitGOP 0.1 1.0 0.4505642361111112\n",
      "histogram of seat leans for dL, b, r =  48 1.0 0.1 ; nosplit blue district GOP = 0.4506\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.11575443786982248 time = 706\n",
      "nosplitFracDem, splotchSize, nDP 0.11575443786982248 313 2704.0\n",
      "r,b,nosplitGOP 0.1 0.7749999999999999 0.4987148668639053\n",
      "r,b,nosplitGOP 0.1 0.7999999999999999 0.4958210059171597\n",
      "r,b,nosplitGOP 0.1 0.825 0.4929271449704142\n",
      "r,b,nosplitGOP 0.1 0.8499999999999999 0.49003328402366864\n",
      "r,b,nosplitGOP 0.1 0.875 0.48713942307692304\n",
      "r,b,nosplitGOP 0.1 0.8999999999999999 0.4842455621301775\n",
      "r,b,nosplitGOP 0.1 0.925 0.4813517011834319\n",
      "r,b,nosplitGOP 0.1 0.95 0.47845784023668636\n",
      "r,b,nosplitGOP 0.1 0.9749999999999999 0.4755639792899408\n",
      "r,b,nosplitGOP 0.1 1.0 0.4726701183431952\n",
      "histogram of seat leans for dL, b, r =  52 1.0 0.1 ; nosplit blue district GOP = 0.4727\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.09980867346938775 time = 833\n",
      "nosplitFracDem, splotchSize, nDP 0.09980867346938775 313 3136.0\n",
      "r,b,nosplitGOP 0.1 0.925 0.4976961096938776\n",
      "r,b,nosplitGOP 0.1 0.95 0.4952008928571429\n",
      "r,b,nosplitGOP 0.1 0.9749999999999999 0.4927056760204082\n",
      "r,b,nosplitGOP 0.1 1.0 0.4902104591836735\n",
      "histogram of seat leans for dL, b, r =  56 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.08694444444444445 time = 891\n",
      "nosplitFracDem, splotchSize, nDP 0.08694444444444445 313 3600.0\n",
      "histogram of seat leans for dL, b, r =  60 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.076416015625 time = 894\n",
      "nosplitFracDem, splotchSize, nDP 0.076416015625 313 4096.0\n",
      "histogram of seat leans for dL, b, r =  64 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.06769031141868512 time = 896\n",
      "nosplitFracDem, splotchSize, nDP 0.06769031141868512 313 4624.0\n",
      "histogram of seat leans for dL, b, r =  68 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.06037808641975309 time = 899\n",
      "nosplitFracDem, splotchSize, nDP 0.060378086419753084 313 5184.0\n",
      "histogram of seat leans for dL, b, r =  72 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.05418975069252077 time = 902\n",
      "nosplitFracDem, splotchSize, nDP 0.05418975069252078 313 5776.0\n",
      "histogram of seat leans for dL, b, r =  76 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.04890625 time = 906\n",
      "nosplitFracDem, splotchSize, nDP 0.04890625 313 6400.0\n",
      "histogram of seat leans for dL, b, r =  80 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.044359410430839005 time = 910\n",
      "nosplitFracDem, splotchSize, nDP 0.044359410430839005 313 7056.0\n",
      "histogram of seat leans for dL, b, r =  84 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.04041838842975207 time = 915\n",
      "nosplitFracDem, splotchSize, nDP 0.04041838842975207 313 7744.0\n",
      "histogram of seat leans for dL, b, r =  88 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.03698015122873346 time = 920\n",
      "nosplitFracDem, splotchSize, nDP 0.03698015122873346 313 8464.0\n",
      "histogram of seat leans for dL, b, r =  92 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting calculations for city / district size = 0.03396267361111111 time = 926\n",
      "nosplitFracDem, splotchSize, nDP 0.03396267361111111 313 9216.0\n",
      "histogram of seat leans for dL, b, r =  96 1.0 0.1 ; nosplit blue district GOP = 0.4902\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sd0 = 0.001\n",
    "sd1 = 0.02  #district-level uncertainty\n",
    "sd2 = 0.04 #alt uncertainty\n",
    "r = 0.1  # rural redness -- keep fixed as b/r ratio is what's truly important\n",
    "#bArray = [0.125, 0.15, 0.175, 0.2, 0.225, 0.25, 0.275, 0.3, 0.325, 0.35]  ## see below dynamic list\n",
    "dLarray = [36, 40, 44, 48, 52, 56, 60, 64, 68, 72, 76, 80, 84, 88, 92, 96]\n",
    "startTime = time.time()\n",
    "print(\"Now loop around district length.  For each length, determine the number of city pixels in each of the four districts\")\n",
    "print(\"In each case, the map is centered around (\",avgX,\",\",avgY,\") \" )\n",
    "# below 3 commented out as we add to going list\n",
    "dList, bList, rList, sDemlist, sDem1list, sDem2list = list(), list(), list(), list(), list(), list()  #sDem ... = fracl Dem seats vs. dlu\n",
    "noSplitDem, noSplitDem1, noSplitDem2 = list(), list(), list()  # no of fracl Dem seats if nosplit applied vs district-level uncertainty\n",
    "splitGain0, splitGain1, splitGain2 = list(), list(), list()  #the increased GOP wins from enforcing no-split\n",
    "for dL in dLarray:\n",
    "    print(\"starting calculations for city / district size =\",float(np.sum(isCityPt))/ dL / dL,\"time =\",int(time.time()-startTime) )\n",
    "    nDistrictPixels = float( dL * dL )\n",
    "    fracDemPixelLists = list()\n",
    "    counter = 0\n",
    "    for sX in range(avgX - dL , avgX + dL ):\n",
    "        for sY in range(avgY - dL , avgY + dL):\n",
    "            counter += 1\n",
    "            startX = sX - 0.5\n",
    "            startY = sY - 0.5\n",
    "            nDemPixels = [0., 0., 0., 0.]\n",
    "            for j, x in enumerate(cityXlist):\n",
    "                y = cityYlist[j]\n",
    "                if x < startX:\n",
    "                    if y < startY:\n",
    "                        nDemPixels[0] += 1.\n",
    "                    else:\n",
    "                        nDemPixels[1] += 1.\n",
    "                else:\n",
    "                    if y < startY:\n",
    "                        nDemPixels[2] += 1.\n",
    "                    else:\n",
    "                        nDemPixels[3] += 1.\n",
    "            for i in range(4):\n",
    "                fracDemPixelLists.append( nDemPixels[i] / float(nDistrictPixels) )  #flattened array of district result\n",
    "    \n",
    "    bMaster = np.linspace(0.3,1.0,29)    #[ 0.05, 0.075, 0.100, 0.125, 0.15, 0.175, 0.2, 0.225, 0.25, 0.275, 0.3, 0.325, 0.35, 0.375, 0.400 ]\n",
    "    bArray = list()\n",
    "    nosplitFracDem = float(splotchSize)/nDistrictPixels  #the fraction of blue pixels if we don't split the city\n",
    "    print(\"nosplitFracDem, splotchSize, nDP\",nosplitFracDem,splotchSize,nDistrictPixels)\n",
    "    for b in bMaster:\n",
    "        if b * nosplitFracDem >=  r * (1. - nosplitFracDem):  #no split would create at least one blue district\n",
    "            if 1 == 1:\n",
    "            #if b * nosplitFracDem / 3. <= r * (1. - nosplitFracDem / 3.) :  #city is not so extremely blue that we could create three blue districts\n",
    "                bArray.append(b)  #this b is worth studying for this district size\n",
    "    for b in bArray:\n",
    "        dGOP = [0.5 +  r * (1. - fDPL) - b * fDPL for fDPL in fracDemPixelLists ]\n",
    "        if np.min(dGOP) < -3 :\n",
    "            raise ValueError(\"dGOP is\",np.min(dGOP), \"at index\",dGOP.index(np.min(dGOP)))\n",
    "        sGOP0  = 4. * np.average( [ norm.cdf((dG - 0.5)/sd0) for dG in dGOP ])  #GOP seats / map, accounting for 4 districts per map\n",
    "        sGOP1 = 4. * np.average( [ norm.cdf((dG - 0.5)/sd1) for dG in dGOP ])\n",
    "        sGOP2 = 4. * np.average( [ norm.cdf((dG - 0.5)/sd2) for dG in dGOP ])\n",
    "        nosplitGOP = 0.5 + r * (1. - nosplitFracDem ) - b * nosplitFracDem\n",
    "        print(\"r,b,nosplitGOP\",r,b,nosplitGOP)\n",
    "        nosGOP0 = 3. + norm.cdf((nosplitGOP - 0.5)/sd0)\n",
    "        nosGOP1 = 3. + norm.cdf((nosplitGOP - 0.5)/sd1)\n",
    "        nosGOP2 = 3. + norm.cdf((nosplitGOP - 0.5)/sd2)\n",
    "\n",
    "        dList.append(dL)  #our running 1D array data table of all trials\n",
    "        bList.append(b)\n",
    "        rList.append(r)\n",
    "        sDemlist.append(   4. - sGOP0)\n",
    "        sDem1list.append(  4. - sGOP1)\n",
    "        sDem2list.append(  4. - sGOP2)\n",
    "        noSplitDem.append(4. - nosGOP0)\n",
    "        noSplitDem1.append(4.- nosGOP1)\n",
    "        noSplitDem2.append(4.- nosGOP2)\n",
    "        splitGain0.append(nosGOP0 - sGOP0)\n",
    "        splitGain1.append(nosGOP1 - sGOP1)\n",
    "        splitGain2.append(nosGOP2 - sGOP2)\n",
    "        nCityPixels.append(splotchSize)\n",
    "        \n",
    "    print(\"histogram of seat leans for dL, b, r = \",dL,b, r,\"; nosplit blue district GOP =\",round(nosplitGOP,4))\n",
    "    plt.hist(dGOP,histtype=\"step\",label = \"U\"+str(sd0),bins=41)\n",
    "    plt.axvline(nosplitGOP,ls=\"dashdot\",lw=0.5,label=\"nosplit cityD lean\")\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "00d8e725-12b8-470a-af05-bb7d3fb75517",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Let us save the city shape and the output results to two files\n"
     ]
    }
   ],
   "source": [
    "print(\"Let us save the city shape and the output results to two files\")\n",
    "df = pd.DataFrame( {\"cityX\": cityXlist,\"cityY\":cityYlist} ) \n",
    "\n",
    "outname = \"GudginSmallSplotch\"+str(splotchSize)+\"CityPixels.csv\"\n",
    "outpath = \"2025_nosplit_output/\"+outname\n",
    "df.to_csv(outpath)\n",
    "cityDF = pd.DataFrame( {\"dL\":dList, \"b\":bList, \"r\":rList, \"sDem\":sDemlist, \"sDem1\":sDem1list, \"sDem2\":sDem2list, \"noSplitDem\":noSplitDem,\n",
    "                      \"noSplitDem1\":noSplitDem1, \"noSplitDem2\":noSplitDem2, \"splitGain0\":splitGain0 } )\n",
    "outname = \"GudginSmallSplotch\"+str(splotchSize)+\"stats.csv\"\n",
    "outpath = \"2025_nosplit_output/\"+outname\n",
    "cityDF.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "f0e9b16e-f04c-4842-8e88-0966ba28f1c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313\n"
     ]
    }
   ],
   "source": [
    "print(splotchSize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "89f58db0-c128-46d7-8ffb-01b4f8bee4bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read in first data set again ...\n"
     ]
    }
   ],
   "source": [
    "print(\"read in first data set again ...\")\n",
    "DF1 = pd.read_csv(\"./2025_nosplit_output/GudginSplotch1250stats.csv\")\n",
    "bList1, dList1, splitGain01 = list(DF1[\"b\"]), list(DF1[\"dL\"]),  list( DF1[\"splitGain0\"])\n",
    "splotchSize1 = 1250"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "0c75e7cd-3c9e-4915-a91e-3dc5ab2d64d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "for the small city, let's scatterplot splitGain0 vs. city blue capacity = b * city pop / district_size\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"for the small city, let's scatterplot splitGain0 vs. city blue capacity = b * city pop / district_size\")\n",
    "plt.scatter([splotchSize*bList[i]/dList[i]/dList[i] for i in range(len(bList))],splitGain0, label=\"small city\")\n",
    "plt.scatter([splotchSize1*bList1[i]/dList1[i]/dList1[i] for i in range(len(bList1))],splitGain01, label=\"big city\")\n",
    "plt.legend()\n",
    "plt.xlabel(\"city blue capacity\")\n",
    "plt.ylabel(\"GOP gain from no-split rule\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "72c0f168-1316-46a7-bfbc-666009182b4e",
   "metadata": {},
   "source": [
    "#blue capacity is our plotting variable; blueCap = b/r * cityPop / district_size\n",
    "blueCaps = np.linspace(0.03, 0.25,45)\n",
    "bOverRs = np.linspace(1,10,28)\n",
    "xList, yList= list(), list()\n",
    "relativePopList = list()\n",
    "X, Y = np.meshgrid(blueCaps,bOverRs)\n",
    "##Z = -0.756 + 0.357 * X - 0.1808 * (X - 1.2456)**2 + 0.1286 *(0.1 * Y) - 0.305 * X/Y\n",
    "zArray = [[ 0. for x in blueCaps] for y in bOverRs]\n",
    "r = 0.1\n",
    "for jj, blueCap in enumerate(blueCaps):\n",
    "    for kk, bOverR in enumerate(bOverRs):\n",
    "        b = bOverR * r\n",
    "        relativePop = blueCap / b\n",
    "        relativePopList.append(relativePop)\n",
    "        z = -1.0367 + 0.8076 * blueCap - 0.1808 * blueCap**2 + 0.01286 *bOverR - 0.305 * relativePop  #the JMP correlation, using r=0.1\n",
    "        xList.append(blueCap)\n",
    "        yList.append(y)\n",
    "        if relativePop  * bOverR > ( 1. - relativePop) : #possiblity of blue district\n",
    "            zArray[kk][jj] = z\n",
    "            "
   ]
  },
  {
   "cell_type": "raw",
   "id": "2137d950-6baf-401e-b50a-c22748a7a532",
   "metadata": {},
   "source": [
    "#attempted contour plots; ignore\n",
    "blueCaps = np.linspace(0.03, 0.25,45)\n",
    "bOverRs = np.linspace(1,10,28)\n",
    "xList, yList= list(), list()\n",
    "X, Y = np.meshgrid(blueCaps,bOverRs)\n",
    "Z = -1.0367 + 0.8076 * X - 0.1808 * X **2 + 0.1286 * Y - 0.305 * X/(r*Y)\n",
    "\n",
    "#example contour plots from matplotlib\n",
    "fig, ax = plt.subplots()\n",
    "#CS = ax.contour(X, Y, Z)\n",
    "CS = ax.contour(X, Y, zArray)\n",
    "ax.clabel(CS, fontsize=10)\n",
    "ax.set_title('Simplest default with labels')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f8e8416e-5fcf-4821-810c-bbea8a09a27c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3cba2911-543d-4d46-91c3-7044a4cf9947",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "for splotchSize 313\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "for splotchSize 1250\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "centroid is exactly at 99.988 99.884\n",
      "which is approximately 100 100\n"
     ]
    }
   ],
   "source": [
    "#third try, read in the two splotch cities from try 2, then run a 2D response surface of b and city pop / district size\n",
    "#since ratio of splotch sizes is almost exactly four, we can generate some overlap points with smart district length sizes\n",
    "#splotch sizes are 313 and 1250.  We want b/r of 0.5 to 10, such that b = np.linspace(0.05,1.0,39), with r fixed at 0.1\n",
    "#we want cityPop/dPop in range of 0.05 to 0.96.  c/d = 0.96 to 0.136 with big splotch for dL in [36, 40, 44, 48, 52, 56, 60, 64, 68, 72, 76, 80, 88, 96]\n",
    "#  c/d will hit 0.24 to 0.034 for small splotch for dL in [36, 44, 48, 52, 60, 68, 76, 84, 92, 96], with overlap for small-splotch dL of [36,44] w/big [72,88,96]\n",
    "\n",
    "smallDF = pd.read_csv(\"2025_nosplit_output/GudginSmallSplotch313CityPixels.csv\")\n",
    "largeDF = pd.read_csv(\"2025_nosplit_output/GudginSplotch1250CityPixels.csv\")\n",
    "DFs = [smallDF, largeDF]\n",
    "\n",
    "splotchSizes = [len(smallDF), len(largeDF) ]\n",
    "dLarrays = [ [36, 44, 48, 52, 60, 68, 76, 84, 92, 96], [36, 40, 44, 48, 52, 56, 60, 64, 68, 72, 76, 80, 88, 96] ]\n",
    "bMasters =  [ np.linspace(0.05,1.0, 39), np.linspace(0.05,1.0, 39) ]\n",
    "\n",
    "cityXlists, cityYlists = [ list() for DF in DFs], [ list() for DF in DFs]\n",
    "for i, cityDF in enumerate(DFs):\n",
    "    cityXlists[i],cityYlists[i] = cityDF[\"cityX\"], cityDF[\"cityY\"]\n",
    "\n",
    "for i, Xlist in enumerate(cityXlists):\n",
    "    print(\"for splotchSize\",splotchSizes[i])\n",
    "    for j, x in enumerate(Xlist):\n",
    "        y = cityYlists[i][j]\n",
    "        plotPoly(Point(x,y).buffer(0.4))\n",
    "    plt.show()\n",
    "\n",
    "maxX, maxY = 200, 200\n",
    "\n",
    "avgX, avgY = np.average(cityXlists[1]), np.average(cityYlists[1])\n",
    "print(\"centroid is exactly at\",avgX, avgY)\n",
    "avgX, avgY = int(round(avgX,0)), int( round(avgY,0) )\n",
    "print(\"which is approximately\",avgX, avgY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d79dae7c-758c-4f55-918d-1b560f783ed0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now loop around district length for both splotch sizes.  For each length, determine the number of city pixels in each of the four districts\n",
      "In each case, the map is centered around ( 100 , 100 ) \n",
      "starting calculations for city, district pop = 313 1296.0 time = 0\n",
      "nosplitFracDem, splotchSize, nDP 0.24151234567901234 313 1296.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.56377 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.55774 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.5517 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.54566 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.53962 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.53358 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.52755 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.52151 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.51547 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.50943 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.5034 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.49736 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.49132 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.48528 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.47924 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.47321 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.46717 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.46113 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.45509 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.44905 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.44302 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.43698 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.43094 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.4249 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.41887 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.41283 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.40679 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.40075 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.39471 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.38868 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.38264 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.3766 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.37056 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.36453 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.35849 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.35245 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.34641 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.34037 0.24151\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.33434 0.24151\n",
      "    done with splotch and dL = 313 36\n",
      "starting calculations for city, district pop = 313 1936.0 time = 224\n",
      "nosplitFracDem, splotchSize, nDP 0.16167355371900827 313 1936.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.57575 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.57171 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.56767 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.56362 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.55958 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.55554 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.5515 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.54746 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.54341 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.53937 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.53533 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.53129 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.52725 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.52321 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.51916 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.51512 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.51108 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.50704 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.503 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.49895 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.49491 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.49087 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.48683 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.48279 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.47874 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.4747 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.47066 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.46662 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.46258 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.45854 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.45449 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.45045 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.44641 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.44237 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.43833 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.43428 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.43024 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.4262 0.16167\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.42216 0.16167\n",
      "    done with splotch and dL = 313 44\n",
      "starting calculations for city, district pop = 313 2304.0 time = 558\n",
      "nosplitFracDem, splotchSize, nDP 0.13585069444444445 313 2304.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.57962 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.57623 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.57283 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.56943 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.56604 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.56264 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.55924 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.55585 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.55245 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.54906 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.54566 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.54226 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.53887 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.53547 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.53207 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.52868 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.52528 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.52189 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.51849 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.51509 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.5117 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.5083 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.5049 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.50151 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.49811 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.49472 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.49132 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.48792 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.48453 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.48113 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.47773 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.47434 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.47094 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.46755 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.46415 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.46075 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.45736 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.45396 0.13585\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.45056 0.13585\n",
      "    done with splotch and dL = 313 48\n",
      "starting calculations for city, district pop = 313 2704.0 time = 982\n",
      "nosplitFracDem, splotchSize, nDP 0.11575443786982248 313 2704.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.57974 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.57685 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.57396 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.57106 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.56817 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.56527 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.56238 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.55949 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.55659 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.5537 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.5508 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.54791 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.54502 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.54212 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.53923 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.53634 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.53344 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.53055 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.52765 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.52476 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.52187 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.51897 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.51608 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.51318 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.51029 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.5074 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.5045 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.50161 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.49871 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.49582 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.49293 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.49003 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.48714 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.48425 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.48135 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.47846 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.47556 0.11575\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.47267 0.11575\n",
      "    done with splotch and dL = 313 52\n",
      "starting calculations for city, district pop = 313 3600.0 time = 1447\n",
      "nosplitFracDem, splotchSize, nDP 0.08694444444444445 313 3600.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.57826 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.57609 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.57392 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.57174 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.56957 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.5674 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.56522 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.56305 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.56088 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.5587 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.55653 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.55435 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.55218 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.55001 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.54783 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.54566 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.54349 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.54131 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.53914 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.53697 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.53479 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.53262 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.53044 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.52827 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.5261 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.52392 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.52175 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.51958 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.5174 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.51523 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.51306 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.51088 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.50871 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.50653 0.08694\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.50436 0.08694\n",
      "    done with splotch and dL = 313 60\n",
      "starting calculations for city, district pop = 313 4624.0 time = 2016\n",
      "nosplitFracDem, splotchSize, nDP 0.06769031141868512 313 4624.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.57969 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.578 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.57631 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.57462 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.57292 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.57123 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.56954 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.56785 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.56615 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.56446 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.56277 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.56108 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.55939 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.55769 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.556 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.55431 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.55262 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.55092 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.54923 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.54754 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.54585 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.54416 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.54246 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.54077 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.53908 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.53739 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.53569 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.534 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.53231 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.53062 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.52893 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.52723 0.06769\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.52554 0.06769\n",
      "    done with splotch and dL = 313 68\n",
      "starting calculations for city, district pop = 313 5776.0 time = 2706\n",
      "nosplitFracDem, splotchSize, nDP 0.05418975069252078 313 5776.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.57968 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.57832 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.57697 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.57561 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.57426 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.57291 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.57155 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.5702 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.56884 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.56749 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.56613 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.56478 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.56342 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.56207 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.56071 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.55936 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.558 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.55665 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.55529 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.55394 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.55258 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.55123 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.54987 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.54852 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.54716 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.54581 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.54446 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.5431 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.54175 0.05419\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.54039 0.05419\n",
      "    done with splotch and dL = 313 76\n",
      "starting calculations for city, district pop = 313 7056.0 time = 3507\n",
      "nosplitFracDem, splotchSize, nDP 0.044359410430839005 313 7056.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.57893 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.57782 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.57671 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.5756 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.57449 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.57338 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.57228 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.57117 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.57006 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.56895 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.56784 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.56673 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.56562 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.56451 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.5634 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.56229 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.56119 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.56008 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.55897 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.55786 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.55675 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.55564 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.55453 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.55342 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.55231 0.04436\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.5512 0.04436\n",
      "    done with splotch and dL = 313 84\n",
      "starting calculations for city, district pop = 313 8464.0 time = 4357\n",
      "nosplitFracDem, splotchSize, nDP 0.03698015122873346 313 8464.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.57966 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.57874 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.57781 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.57689 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.57596 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.57504 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.57411 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.57319 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.57226 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.57134 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.57042 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.56949 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.56857 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.56764 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.56672 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.56579 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.56487 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.56394 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.56302 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.5621 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.56117 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.56025 0.03698\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.55932 0.03698\n",
      "    done with splotch and dL = 313 92\n",
      "starting calculations for city, district pop = 313 9216.0 time = 5268\n",
      "nosplitFracDem, splotchSize, nDP 0.03396267361111111 313 9216.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.57962 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.57877 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.57792 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.57708 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.57623 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.57538 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.57453 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.57368 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.57283 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.57198 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.57113 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.57028 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.56943 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.56858 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.56774 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.56689 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.56604 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.56519 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.56434 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.56349 0.03396\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.56264 0.03396\n",
      "    done with splotch and dL = 313 96\n",
      "starting calculations for city, district pop = 1250 1296.0 time = 6164\n",
      "nosplitFracDem, splotchSize, nDP 0.9645061728395061 1250 1296.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.45532 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.43121 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.4071 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.38299 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.35887 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.33476 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.31065 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.28654 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.26242 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.23831 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.2142 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.19008 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.16597 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.14186 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.11775 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.09363 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.06952 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.04541 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.0213 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 -0.00282 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 -0.02693 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 -0.05104 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 -0.07515 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 -0.09927 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 -0.12338 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 -0.14749 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 -0.1716 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 -0.19572 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 -0.21983 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 -0.24394 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 -0.26806 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 -0.29217 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 -0.31628 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 -0.34039 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 -0.36451 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 -0.38862 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 -0.41273 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 -0.43684 0.96451\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 -0.46096 0.96451\n",
      "    done with splotch and dL = 1250 36\n",
      "starting calculations for city, district pop = 1250 1600.0 time = 6434\n",
      "nosplitFracDem, splotchSize, nDP 0.78125 1250 1600.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.48281 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.46328 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.44375 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.42422 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.40469 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.38516 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.36562 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.34609 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.32656 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.30703 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.2875 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.26797 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.24844 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.22891 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.20937 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.18984 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.17031 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.15078 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.13125 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.11172 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.09219 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.07266 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.05312 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.03359 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.01406 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 -0.00547 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 -0.025 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 -0.04453 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 -0.06406 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 -0.08359 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 -0.10313 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 -0.12266 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 -0.14219 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 -0.16172 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 -0.18125 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 -0.20078 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 -0.22031 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 -0.23984 0.78125\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 -0.25938 0.78125\n",
      "    done with splotch and dL = 1250 40\n",
      "starting calculations for city, district pop = 1250 1936.0 time = 6743\n",
      "nosplitFracDem, splotchSize, nDP 0.6456611570247934 1250 1936.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.50315 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.48701 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.47087 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.45473 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.43858 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.42244 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.4063 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.39016 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.37402 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.35788 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.34174 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.32559 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.30945 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.29331 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.27717 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.26103 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.24489 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.22874 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.2126 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.19646 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.18032 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.16418 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.14804 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.1319 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.11575 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.09961 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.08347 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.06733 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.05119 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.03505 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.0189 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.00276 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 -0.01338 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 -0.02952 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 -0.04566 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 -0.0618 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 -0.07794 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 -0.09409 0.64566\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 -0.11023 0.64566\n",
      "    done with splotch and dL = 1250 44\n",
      "starting calculations for city, district pop = 1250 2304.0 time = 7116\n",
      "nosplitFracDem, splotchSize, nDP 0.5425347222222222 1250 2304.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.51862 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.50506 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.49149 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.47793 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.46437 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.4508 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.43724 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.42368 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.41011 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.39655 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.38299 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.36942 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.35586 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.3423 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.32873 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.31517 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.30161 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.28804 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.27448 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.26092 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.24735 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.23379 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.22023 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.20666 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.1931 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.17954 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.16597 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.15241 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.13885 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.12528 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.11172 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.09816 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.08459 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.07103 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.05747 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.0439 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.03034 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.01678 0.54253\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.00321 0.54253\n",
      "    done with splotch and dL = 1250 48\n",
      "starting calculations for city, district pop = 1250 2704.0 time = 7568\n",
      "nosplitFracDem, splotchSize, nDP 0.46227810650887574 1250 2704.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.53066 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.5191 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.50754 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.49599 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.48443 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.47287 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.46132 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.44976 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.4382 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.42665 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.41509 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.40353 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.39197 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.38042 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.36886 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.3573 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.34575 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.33419 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.32263 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.31108 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.29952 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.28796 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.27641 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.26485 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.25329 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.24173 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.23018 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.21862 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.20706 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.19551 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.18395 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.17239 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.16084 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.14928 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.13772 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.12616 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.11461 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.10305 0.46228\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.09149 0.46228\n",
      "    done with splotch and dL = 1250 52\n",
      "starting calculations for city, district pop = 1250 3136.0 time = 8102\n",
      "nosplitFracDem, splotchSize, nDP 0.3985969387755102 1250 3136.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.54021 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.53025 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.52028 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.51032 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.50035 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.49039 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.48042 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.47046 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.46049 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.45053 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.44056 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.4306 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.42063 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.41067 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.4007 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.39074 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.38077 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.37081 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.36084 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.35088 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.34091 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.33095 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.32098 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.31102 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.30105 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.29109 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.28112 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.27116 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.26119 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.25123 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.24126 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.2313 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.22133 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.21137 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.2014 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.19144 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.18147 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.17151 0.3986\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.16154 0.3986\n",
      "    done with splotch and dL = 1250 56\n",
      "starting calculations for city, district pop = 1250 3600.0 time = 8734\n",
      "nosplitFracDem, splotchSize, nDP 0.3472222222222222 1250 3600.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.54792 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.53924 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.53056 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.52188 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.51319 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.50451 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.49583 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.48715 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.47847 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.46979 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.46111 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.45243 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.44375 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.43507 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.42639 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.41771 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.40903 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.40035 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.39167 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.38299 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.37431 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.36562 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.35694 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.34826 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.33958 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.3309 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.32222 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.31354 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.30486 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.29618 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.2875 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.27882 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.27014 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.26146 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.25278 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.2441 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.23542 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.22674 0.34722\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.21806 0.34722\n",
      "    done with splotch and dL = 1250 60\n",
      "starting calculations for city, district pop = 1250 4096.0 time = 9449\n",
      "nosplitFracDem, splotchSize, nDP 0.30517578125 1250 4096.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.55422 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.54659 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.53896 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.53134 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.52371 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.51608 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.50845 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.50082 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.49319 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.48556 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.47793 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.4703 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.46267 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.45504 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.44741 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.43978 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.43215 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.42452 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.41689 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.40927 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.40164 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.39401 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.38638 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.37875 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.37112 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.36349 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.35586 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.34823 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.3406 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.33297 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.32534 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.31771 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.31008 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.30245 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.29482 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.28719 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.27957 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.27194 0.30518\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.26431 0.30518\n",
      "    done with splotch and dL = 1250 64\n",
      "starting calculations for city, district pop = 1250 4624.0 time = 10257\n",
      "nosplitFracDem, splotchSize, nDP 0.2703287197231834 1250 4624.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.55945 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.55269 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.54593 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.53918 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.53242 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.52566 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.5189 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.51214 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.50538 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.49863 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.49187 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.48511 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.47835 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.47159 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.46484 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.45808 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.45132 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.44456 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.4378 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.43104 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.42429 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.41753 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.41077 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.40401 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.39725 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.3905 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.38374 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.37698 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.37022 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.36346 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.3567 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.34995 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.34319 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.33643 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.32967 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.32291 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.31615 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.3094 0.27033\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.30264 0.27033\n",
      "    done with splotch and dL = 1250 68\n",
      "starting calculations for city, district pop = 1250 5184.0 time = 11177\n",
      "nosplitFracDem, splotchSize, nDP 0.24112654320987653 1250 5184.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.56383 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.5578 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.55177 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.54575 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.53972 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.53369 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.52766 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.52163 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.51561 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.50958 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.50355 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.49752 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.49149 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.48546 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.47944 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.47341 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.46738 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.46135 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.45532 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.4493 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.44327 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.43724 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.43121 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.42518 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.41916 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.41313 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.4071 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.40107 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.39504 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.38901 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.38299 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.37696 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.37093 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.3649 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.35887 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.35285 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.34682 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.34079 0.24113\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.33476 0.24113\n",
      "    done with splotch and dL = 1250 72\n",
      "starting calculations for city, district pop = 1250 5776.0 time = 12230\n",
      "nosplitFracDem, splotchSize, nDP 0.21641274238227146 1250 5776.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.56754 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.56213 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.55672 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.55131 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.5459 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.54049 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.53508 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.52967 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.52426 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.51885 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.51343 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.50802 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.50261 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.4972 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.49179 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.48638 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.48097 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.47556 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.47015 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.46474 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.45933 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.45392 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.44851 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.4431 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.43769 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.43228 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.42687 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.42146 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.41605 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.41064 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.40523 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.39982 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.39441 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.389 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.38359 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.37818 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.37277 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.36736 0.21641\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.36195 0.21641\n",
      "    done with splotch and dL = 1250 76\n",
      "starting calculations for city, district pop = 1250 6400.0 time = 13391\n",
      "nosplitFracDem, splotchSize, nDP 0.1953125 1250 6400.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.5707 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.56582 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.56094 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.55605 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.55117 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.54629 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.54141 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.53652 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.53164 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.52676 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.52188 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.51699 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.51211 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.50723 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.50234 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.49746 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.49258 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.4877 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.48281 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.47793 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.47305 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.46816 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.46328 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.4584 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.45352 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.44863 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.44375 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.43887 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.43398 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.4291 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.42422 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.41934 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.41445 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.40957 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.40469 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.3998 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.39492 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.39004 0.19531\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.38516 0.19531\n",
      "    done with splotch and dL = 1250 80\n",
      "starting calculations for city, district pop = 1250 7744.0 time = 14661\n",
      "nosplitFracDem, splotchSize, nDP 0.16141528925619836 1250 7744.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.57579 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.57175 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.56772 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.56368 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.55965 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.55561 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.55158 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.54754 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.5435 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.53947 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.53543 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.5314 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.52736 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.52333 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.51929 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.51526 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.51122 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.50719 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.50315 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.49912 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.49508 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.49104 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.48701 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.48297 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.47894 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.4749 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.47087 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.46683 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.4628 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.45876 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.45473 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.45069 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.44666 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.44262 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.43858 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.43455 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.43051 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.42648 0.16142\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.42244 0.16142\n",
      "    done with splotch and dL = 1250 88\n",
      "starting calculations for city, district pop = 1250 9216.0 time = 16208\n",
      "nosplitFracDem, splotchSize, nDP 0.13563368055555555 1250 9216.0\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.05 0.57965 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.075 0.57626 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.1 0.57287 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.125 0.56948 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.15 0.56609 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.175 0.5627 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.2 0.55931 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.22499999999999998 0.55592 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.25 0.55253 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.27499999999999997 0.54914 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.3 0.54575 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.32499999999999996 0.54236 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.35 0.53896 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.37499999999999994 0.53557 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.39999999999999997 0.53218 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.42499999999999993 0.52879 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.44999999999999996 0.5254 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.475 0.52201 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.49999999999999994 0.51862 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.525 0.51523 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.5499999999999999 0.51184 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.575 0.50845 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.6 0.50506 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.625 0.50167 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.65 0.49827 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.675 0.49488 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7 0.49149 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.725 0.4881 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.75 0.48471 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.775 0.48132 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.7999999999999999 0.47793 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.825 0.47454 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.85 0.47115 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.875 0.46776 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9 0.46437 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.9249999999999999 0.46098 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.95 0.45758 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 0.975 0.45419 0.13563\n",
      "r,b,nosplitGOP, city/dPop 0.1 1.0 0.4508 0.13563\n",
      "    done with splotch and dL = 1250 96\n"
     ]
    }
   ],
   "source": [
    "sd0 = 0.001\n",
    "sd1 = 0.02  #district-level uncertainty\n",
    "sd2 = 0.04 #alt uncertainty\n",
    "r = 0.1  # rural redness -- keep fixed as b/r ratio is what's truly important\n",
    "startTime = time.time()\n",
    "print(\"Now loop around district length for both splotch sizes.  For each length, determine the number of city pixels in each of the four districts\")\n",
    "print(\"In each case, the map is centered around (\",avgX,\",\",avgY,\") \" )\n",
    "# below 3 commented out as we add to going list\n",
    "nCityPixels, dList, bList, rList, sDemlist, sDem1list, sDem2list = list(), list(), list(), list(), list(), list(), list()  #sDem ... = fracl Dem seats vs. dlu\n",
    "noSplitDem, noSplitDem1, noSplitDem2 = list(), list(), list()  # no of fracl Dem seats if nosplit applied vs district-level uncertainty\n",
    "splitGain0, splitGain1, splitGain2 = list(), list(), list()  #the increased GOP wins from enforcing no-split\n",
    "for kkk, cityXlist in enumerate(cityXlists):\n",
    "    cityYlist = cityYlists[kkk].copy()\n",
    "    splotchSize = splotchSizes[kkk]\n",
    "    dLarray = dLarrays[kkk]\n",
    "    bMaster = bMasters[kkk]\n",
    "    for dL in dLarray:\n",
    "        nDistrictPixels = float( dL * dL )\n",
    "        print(\"starting calculations for city, district pop =\",splotchSize,nDistrictPixels,\"time =\",int(time.time()-startTime) )\n",
    "        fracDemPixelLists = list()\n",
    "        counter = 0\n",
    "        for sX in range(avgX - dL , avgX + dL ):\n",
    "            for sY in range(avgY - dL , avgY + dL):\n",
    "                counter += 1\n",
    "                startX = sX - 0.5\n",
    "                startY = sY - 0.5\n",
    "                nDemPixels = [0., 0., 0., 0.]\n",
    "                for j, x in enumerate(cityXlist):\n",
    "                    y = cityYlist[j]\n",
    "                    if x < startX:\n",
    "                        if y < startY:\n",
    "                            nDemPixels[0] += 1.\n",
    "                        else:\n",
    "                            nDemPixels[1] += 1.\n",
    "                    else:\n",
    "                        if y < startY:\n",
    "                            nDemPixels[2] += 1.\n",
    "                        else:\n",
    "                            nDemPixels[3] += 1.\n",
    "                for i in range(4):\n",
    "                    fracDemPixelLists.append( nDemPixels[i] / float(nDistrictPixels) )  #flattened array of district result\n",
    "        \n",
    "        bArray = list()\n",
    "        nosplitFracDem = float(splotchSize)/nDistrictPixels  #the fraction of blue pixels if we don't split the city\n",
    "        print(\"nosplitFracDem, splotchSize, nDP\",nosplitFracDem,splotchSize,nDistrictPixels)\n",
    "        for b in bMaster:\n",
    "            if b * nosplitFracDem - r * (1. - nosplitFracDem) > - 0.08:  #no split would create at least one blue or competitive district\n",
    "                bArray.append(b)  #this b is worth studying for this district size\n",
    "        for b in bArray:\n",
    "            dGOP = [0.5 +  r * (1. - fDPL) - b * fDPL for fDPL in fracDemPixelLists ]\n",
    "            if np.min(dGOP) < -3 :\n",
    "                raise ValueError(\"dGOP is\",np.min(dGOP), \"at index\",dGOP.index(np.min(dGOP)))\n",
    "            sGOP0  = 4. * np.average( [ norm.cdf((dG - 0.5)/sd0) for dG in dGOP ])  #GOP seats / map, accounting for 4 districts per map\n",
    "            sGOP1 = 4. * np.average( [ norm.cdf((dG - 0.5)/sd1) for dG in dGOP ])\n",
    "            sGOP2 = 4. * np.average( [ norm.cdf((dG - 0.5)/sd2) for dG in dGOP ])\n",
    "            nosplitGOP = 0.5 + r * (1. - nosplitFracDem ) - b * nosplitFracDem\n",
    "            print(\"r,b,nosplitGOP, city/dPop\",r,b,r5(nosplitGOP), r5(float(splotchSize)/nDistrictPixels) )\n",
    "            nosGOP0 = 3. + norm.cdf((nosplitGOP - 0.5)/sd0)\n",
    "            nosGOP1 = 3. + norm.cdf((nosplitGOP - 0.5)/sd1)\n",
    "            nosGOP2 = 3. + norm.cdf((nosplitGOP - 0.5)/sd2)\n",
    "    \n",
    "            dList.append(dL)  #our running 1D array data table of all trials\n",
    "            bList.append(b)\n",
    "            rList.append(r)\n",
    "            sDemlist.append(   4. - sGOP0)\n",
    "            sDem1list.append(  4. - sGOP1)\n",
    "            sDem2list.append(  4. - sGOP2)\n",
    "            noSplitDem.append(4. - nosGOP0)\n",
    "            noSplitDem1.append(4.- nosGOP1)\n",
    "            noSplitDem2.append(4.- nosGOP2)\n",
    "            splitGain0.append(nosGOP0 - sGOP0)\n",
    "            splitGain1.append(nosGOP1 - sGOP1)\n",
    "            splitGain2.append(nosGOP2 - sGOP2)\n",
    "            nCityPixels.append(splotchSize)\n",
    "            \n",
    "        print(\"    done with splotch and dL =\",splotchSize, dL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dbc3a406-f423-4e70-a868-9f422962a8e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "cityDF = pd.DataFrame( {\"dL\":dList, \"b\":bList, \"r\":rList, \"sDem\":sDemlist, \"sDem1\":sDem1list, \"sDem2\":sDem2list, \"noSplitDem\":noSplitDem,\n",
    "                      \"noSplitDem1\":noSplitDem1, \"noSplitDem2\":noSplitDem2, \"splitGain0\":splitGain0, \"splotchSize\":nCityPixels } )\n",
    "outname = \"GudginCombinedSplotchStats04Jun.csv\"\n",
    "outpath = \"2025_nosplit_output/\"+outname\n",
    "cityDF.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e0b8e095-e211-46f2-a329-5a80d91ba0e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "classifying rows by the max number of Dem districts\n"
     ]
    }
   ],
   "source": [
    "zeroMaxDD, oneMaxDD, twoMaxDD, threeMaxDD, fourMaxDD = list(),list(),list(), list(), list()\n",
    "print(\"classifying rows by the max number of Dem districts\")\n",
    "for i, b in enumerate(bList):\n",
    "    r,dL = rList[i], dList[i]\n",
    "    cityFracSize = nCityPixels[i] / float(dL * dL)\n",
    "    if b * cityFracSize/4. >= r * (1. - cityFracSize/4.) :\n",
    "        fourMaxDD.append(i)\n",
    "    elif b * cityFracSize/3. >= r * (1. - cityFracSize/3.):\n",
    "        threeMaxDD.append(i)\n",
    "    elif b * cityFracSize/2. >= r * (1. - cityFracSize/2.):\n",
    "        twoMaxDD.append(i)\n",
    "    elif b * cityFracSize >= r * (1. - cityFracSize):\n",
    "        oneMaxDD.append(i)\n",
    "    else:\n",
    "        zeroMaxDD.append(i)\n",
    "        \n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "71c903ee-c693-41a1-91e8-9f000cda16a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here is the GOP no split gain (U=0.001) by relative blue capacity, legend = max possible number of blue districts\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Here is the GOP no split gain (U=0.001) by relative blue capacity, legend = max possible number of blue districts\")\n",
    "plt.scatter([nCityPixels[i]*bList[i]/rList[i]/dList[i]/dList[i] for i in fourMaxDD], [splitGain0[i] for i in fourMaxDD],label=\"max4D\")\n",
    "plt.scatter([nCityPixels[i]*bList[i]/rList[i]/dList[i]/dList[i] for i in threeMaxDD],[splitGain0[i] for i in threeMaxDD],label=\"max3D\")\n",
    "plt.scatter([nCityPixels[i]*bList[i]/rList[i]/dList[i]/dList[i] for i in twoMaxDD],  [splitGain0[i] for i in twoMaxDD],label=\"max2D\")\n",
    "plt.scatter([nCityPixels[i]*bList[i]/rList[i]/dList[i]/dList[i] for i in oneMaxDD], [ splitGain0[i] for i in oneMaxDD],label=\"max1D\")\n",
    "plt.scatter([nCityPixels[i]*bList[i]/rList[i]/dList[i]/dList[i] for i in zeroMaxDD], [splitGain0[i] for i in zeroMaxDD],label=\"no DemD's\")\n",
    "plt.legend()\n",
    "plt.axvline(1,ls=\"dotted\")\n",
    "plt.xlabel(\"relative blue capacity\")\n",
    "plt.ylabel(\"GOP nosplit gain\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "db6b5354-fae5-4f39-9953-6307500fa56f",
   "metadata": {},
   "outputs": [],
   "source": [
    "sqrtCapacity = [np.log(nCityPixels[i]*bList[i]/rList[i]/dList[i]/dList[i] ) for i in range(len(bList)) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "53566509-8b29-435b-ac95-04b0f18ad253",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "401f0adb-b6e3-4a4f-8040-e6d62ab97f24",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here is the U=0.04 GOP no split gain by blue capacity, legend = max possible number of blue districts\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Here is the U=0.04 GOP no split gain by blue capacity, legend = max possible number of blue districts\")\n",
    "plt.scatter([sqrtCapacity[i] for i in fourMaxDD], [splitGain2[i] for i in fourMaxDD],label=\"max4D\")\n",
    "plt.scatter([sqrtCapacity[i] for i in threeMaxDD],[splitGain2[i] for i in threeMaxDD],label=\"max3D\")\n",
    "plt.scatter([sqrtCapacity[i] for i in twoMaxDD],  [splitGain2[i] for i in twoMaxDD],label=\"max2D\")\n",
    "plt.scatter([sqrtCapacity[i] for i in oneMaxDD], [ splitGain2[i] for i in oneMaxDD],label=\"max1D\")\n",
    "plt.scatter([sqrtCapacity[i] for i in zeroMaxDD], [splitGain2[i] for i in zeroMaxDD],label=\"no DemD's\")\n",
    "slope, intercept = 0.4, -0.2\n",
    "plt.plot([-1,2],[-1*slope+intercept, 2*slope+intercept],label=\"y =\"+str(slope)+\"x \"+str(intercept) )\n",
    "plt.legend()\n",
    "plt.xlabel(\"log blue capacity\")\n",
    "plt.ylabel(\"GOP smeared nosplit gain\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "128a4d95-0add-420e-83c8-709794a9bfcb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here is the GOP no split gain by blue capacity, legend = max possible number of blue districts\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Here is the GOP no split gain by blue capacity, legend = max possible number of blue districts\")\n",
    "plt.scatter([sqrtCapacity[i] for i in fourMaxDD], [splitGain0[i] for i in fourMaxDD],label=\"max4D\")\n",
    "plt.scatter([sqrtCapacity[i] for i in threeMaxDD],[splitGain0[i] for i in threeMaxDD],label=\"max3D\")\n",
    "plt.scatter([sqrtCapacity[i] for i in twoMaxDD],  [splitGain0[i] for i in twoMaxDD],label=\"max2D\")\n",
    "plt.scatter([sqrtCapacity[i] for i in oneMaxDD], [ splitGain0[i] for i in oneMaxDD],label=\"max1D\")\n",
    "plt.scatter([sqrtCapacity[i] for i in zeroMaxDD], [splitGain0[i] for i in zeroMaxDD],label=\"no DemD's\")\n",
    "slope, intercept = 0.4, -0.2\n",
    "plt.plot([-1,2],[-1*slope+intercept, 2*slope+intercept],label=\"y =\"+str(slope)+\"x \"+str(intercept) )\n",
    "plt.legend()\n",
    "plt.xlabel(\"blue capacity\")\n",
    "plt.ylabel(\"GOP nosplit gain\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "e308f0a3-2651-4e1a-bfff-bd98e73809c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "deviation vs city /districtPop\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "deviation vs. city blueness\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "deviation vs. dSize * city blueness\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotList1to4 = fourMaxDD + threeMaxDD + twoMaxDD + oneMaxDD\n",
    "plotList2to4 = fourMaxDD + threeMaxDD + twoMaxDD \n",
    "devn = [splitGain0[i] - (intercept + slope * sqrtCapacity[i]) for i in range(len(bList))]\n",
    "plt.scatter([nCityPixels[i]/float(dList[i]**2) for i in range(len(bList))], devn)\n",
    "print(\"deviation vs city /districtPop\")\n",
    "plt.show()\n",
    "print(\"deviation vs. city blueness\")\n",
    "plt.scatter([bList[i] for i in plotList2to4], [devn[i] for i in plotList2to4])\n",
    "plt.show()\n",
    "print(\"deviation vs. dSize * city blueness\")\n",
    "plt.scatter([bList[i]*dList[i] for i in plotList2to4], [devn[i] for i in plotList2to4])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "17a2dcb9-2973-4019-94ae-5ed81acd7d1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "adding these columns to the output file for JMP fitting ...\n"
     ]
    }
   ],
   "source": [
    "cityDF[\"logCapacity\"] = sqrtCapacity.copy()\n",
    "cityDF[\"deviation\"] = devn.copy()\n",
    "cityDF[\"splitGain1\"] = splitGain1\n",
    "cityDF[\"splitGain2\"] = splitGain2\n",
    "cityDF[\"cityFrac\"] = [float(nCityPixels[i])/float(dList[i])/float(dList[i]) for i in range(len(nCityPixels)) ]\n",
    "print(\"adding these columns to the output file for JMP fitting ...\")\n",
    "outname = \"GudginCombinedSplotchStats04Jun4JMP.csv\"\n",
    "outpath = \"2025_nosplit_output/\"+outname\n",
    "cityDF.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc178a3a-237c-406f-81db-47ad6f390964",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d36196fc-52a0-4649-8810-1d43fe6bc63f",
   "metadata": {},
   "outputs": [],
   "source": [
    "bMasters =  [ np.linspace(0.05,0.5, 19), np.linspace(0.05,0.5, 19) ] #restrict to realistic values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f4e498c7-a38f-47c4-8d1b-9a5fec29c786",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For paper submission, do another round at r = 0.2 , save separately\n",
      "Now loop around district length for both splotch sizes.  For each length, determine the number of city pixels in each of the four districts\n",
      "In each case, the map is centered around ( 100 , 100 ) \n",
      "starting calculations for city, district pop = 313 1296.0 time = 0\n",
      "nosplitFracDem, splotchSize, nDP 0.24151234567901234 313 1296.0\n",
      "    done with splotch and dL = 313 36\n",
      "starting calculations for city, district pop = 313 1936.0 time = 63\n",
      "nosplitFracDem, splotchSize, nDP 0.16167355371900827 313 1936.0\n",
      "    done with splotch and dL = 313 44\n",
      "starting calculations for city, district pop = 313 2304.0 time = 78\n",
      "nosplitFracDem, splotchSize, nDP 0.13585069444444445 313 2304.0\n",
      "    done with splotch and dL = 313 48\n",
      "starting calculations for city, district pop = 313 2704.0 time = 96\n",
      "nosplitFracDem, splotchSize, nDP 0.11575443786982248 313 2704.0\n",
      "    done with splotch and dL = 313 52\n",
      "starting calculations for city, district pop = 313 3600.0 time = 117\n",
      "nosplitFracDem, splotchSize, nDP 0.08694444444444445 313 3600.0\n",
      "    done with splotch and dL = 313 60\n",
      "starting calculations for city, district pop = 313 4624.0 time = 146\n",
      "nosplitFracDem, splotchSize, nDP 0.06769031141868512 313 4624.0\n",
      "    done with splotch and dL = 313 68\n",
      "starting calculations for city, district pop = 313 5776.0 time = 185\n",
      "nosplitFracDem, splotchSize, nDP 0.05418975069252078 313 5776.0\n",
      "    done with splotch and dL = 313 76\n",
      "starting calculations for city, district pop = 313 7056.0 time = 232\n",
      "nosplitFracDem, splotchSize, nDP 0.044359410430839005 313 7056.0\n",
      "    done with splotch and dL = 313 84\n",
      "starting calculations for city, district pop = 313 8464.0 time = 290\n",
      "nosplitFracDem, splotchSize, nDP 0.03698015122873346 313 8464.0\n",
      "    done with splotch and dL = 313 92\n",
      "starting calculations for city, district pop = 313 9216.0 time = 361\n",
      "nosplitFracDem, splotchSize, nDP 0.03396267361111111 313 9216.0\n",
      "    done with splotch and dL = 313 96\n",
      "starting calculations for city, district pop = 1250 1296.0 time = 441\n",
      "nosplitFracDem, splotchSize, nDP 0.9645061728395061 1250 1296.0\n",
      "    done with splotch and dL = 1250 36\n",
      "starting calculations for city, district pop = 1250 1600.0 time = 594\n",
      "nosplitFracDem, splotchSize, nDP 0.78125 1250 1600.0\n",
      "    done with splotch and dL = 1250 40\n",
      "starting calculations for city, district pop = 1250 1936.0 time = 787\n",
      "nosplitFracDem, splotchSize, nDP 0.6456611570247934 1250 1936.0\n",
      "    done with splotch and dL = 1250 44\n",
      "starting calculations for city, district pop = 1250 2304.0 time = 1011\n",
      "nosplitFracDem, splotchSize, nDP 0.5425347222222222 1250 2304.0\n",
      "    done with splotch and dL = 1250 48\n",
      "starting calculations for city, district pop = 1250 2704.0 time = 1286\n",
      "nosplitFracDem, splotchSize, nDP 0.46227810650887574 1250 2704.0\n",
      "    done with splotch and dL = 1250 52\n",
      "starting calculations for city, district pop = 1250 3136.0 time = 1596\n",
      "nosplitFracDem, splotchSize, nDP 0.3985969387755102 1250 3136.0\n",
      "    done with splotch and dL = 1250 56\n",
      "starting calculations for city, district pop = 1250 3600.0 time = 1929\n",
      "nosplitFracDem, splotchSize, nDP 0.3472222222222222 1250 3600.0\n",
      "    done with splotch and dL = 1250 60\n",
      "starting calculations for city, district pop = 1250 4096.0 time = 2312\n",
      "nosplitFracDem, splotchSize, nDP 0.30517578125 1250 4096.0\n",
      "    done with splotch and dL = 1250 64\n",
      "starting calculations for city, district pop = 1250 4624.0 time = 2680\n",
      "nosplitFracDem, splotchSize, nDP 0.2703287197231834 1250 4624.0\n",
      "    done with splotch and dL = 1250 68\n",
      "starting calculations for city, district pop = 1250 5184.0 time = 3058\n",
      "nosplitFracDem, splotchSize, nDP 0.24112654320987653 1250 5184.0\n",
      "    done with splotch and dL = 1250 72\n",
      "starting calculations for city, district pop = 1250 5776.0 time = 3438\n",
      "nosplitFracDem, splotchSize, nDP 0.21641274238227146 1250 5776.0\n",
      "    done with splotch and dL = 1250 76\n",
      "starting calculations for city, district pop = 1250 6400.0 time = 3781\n",
      "nosplitFracDem, splotchSize, nDP 0.1953125 1250 6400.0\n",
      "    done with splotch and dL = 1250 80\n",
      "starting calculations for city, district pop = 1250 7744.0 time = 4100\n",
      "nosplitFracDem, splotchSize, nDP 0.16141528925619836 1250 7744.0\n",
      "    done with splotch and dL = 1250 88\n",
      "starting calculations for city, district pop = 1250 9216.0 time = 4352\n",
      "nosplitFracDem, splotchSize, nDP 0.13563368055555555 1250 9216.0\n",
      "    done with splotch and dL = 1250 96\n"
     ]
    }
   ],
   "source": [
    "\n",
    "sd0 = 0.001\n",
    "sd1 = 0.02  #district-level uncertainty\n",
    "sd2 = 0.04 #alt uncertainty\n",
    "r = 0.2  # rural redness -- keep fixed as b/r ratio is what's truly important.  previously did r = 0.1\n",
    "print(\"For paper submission, do another round at r =\",r,\", save separately\")\n",
    "startTime = time.time()\n",
    "print(\"Now loop around district length for both splotch sizes.  For each length, determine the number of city pixels in each of the four districts\")\n",
    "print(\"In each case, the map is centered around (\",avgX,\",\",avgY,\") \" )\n",
    "# below 3 commented out as we add to going list\n",
    "nCityPixels, dList, bList, rList, sDemlist, sDem1list, sDem2list = list(), list(), list(), list(), list(), list(), list()  #sDem ... = fracl Dem seats vs. dlu\n",
    "noSplitDem, noSplitDem1, noSplitDem2 = list(), list(), list()  # no of fracl Dem seats if nosplit applied vs district-level uncertainty\n",
    "splitGain0, splitGain1, splitGain2 = list(), list(), list()  #the increased GOP wins from enforcing no-split\n",
    "for kkk, cityXlist in enumerate(cityXlists):\n",
    "    cityYlist = cityYlists[kkk].copy()\n",
    "    splotchSize = splotchSizes[kkk]\n",
    "    dLarray = dLarrays[kkk]\n",
    "    bMaster = bMasters[kkk]\n",
    "    for dL in dLarray:\n",
    "        nDistrictPixels = float( dL * dL )\n",
    "        print(\"starting calculations for city, district pop =\",splotchSize,nDistrictPixels,\"time =\",int(time.time()-startTime) )\n",
    "        fracDemPixelLists = list()\n",
    "        counter = 0\n",
    "        for sX in range(avgX - dL , avgX + dL ):\n",
    "            for sY in range(avgY - dL , avgY + dL):\n",
    "                counter += 1\n",
    "                startX = sX - 0.5\n",
    "                startY = sY - 0.5\n",
    "                nDemPixels = [0., 0., 0., 0.]\n",
    "                for j, x in enumerate(cityXlist):\n",
    "                    y = cityYlist[j]\n",
    "                    if x < startX:\n",
    "                        if y < startY:\n",
    "                            nDemPixels[0] += 1.\n",
    "                        else:\n",
    "                            nDemPixels[1] += 1.\n",
    "                    else:\n",
    "                        if y < startY:\n",
    "                            nDemPixels[2] += 1.\n",
    "                        else:\n",
    "                            nDemPixels[3] += 1.\n",
    "                for i in range(4):\n",
    "                    fracDemPixelLists.append( nDemPixels[i] / float(nDistrictPixels) )  #flattened array of district result\n",
    "        \n",
    "        bArray = list()\n",
    "        nosplitFracDem = float(splotchSize)/nDistrictPixels  #the fraction of blue pixels if we don't split the city\n",
    "        print(\"nosplitFracDem, splotchSize, nDP\",nosplitFracDem,splotchSize,nDistrictPixels)\n",
    "        for b in bMaster:\n",
    "            if b * nosplitFracDem - r * (1. - nosplitFracDem) > - 0.08:  #no split would create at least one blue or competitive district\n",
    "                bArray.append(b)  #this b is worth studying for this district size\n",
    "        for b in bArray:\n",
    "            dGOP = [0.5 +  r * (1. - fDPL) - b * fDPL for fDPL in fracDemPixelLists ]\n",
    "            if np.min(dGOP) < -3 :\n",
    "                raise ValueError(\"dGOP is\",np.min(dGOP), \"at index\",dGOP.index(np.min(dGOP)))\n",
    "            sGOP0  = 4. * np.average( [ norm.cdf((dG - 0.5)/sd0) for dG in dGOP ])  #GOP seats / map, accounting for 4 districts per map\n",
    "            sGOP1 = 4. * np.average( [ norm.cdf((dG - 0.5)/sd1) for dG in dGOP ])\n",
    "            sGOP2 = 4. * np.average( [ norm.cdf((dG - 0.5)/sd2) for dG in dGOP ])\n",
    "            nosplitGOP = 0.5 + r * (1. - nosplitFracDem ) - b * nosplitFracDem\n",
    "            #print(\"r,b,nosplitGOP, city/dPop\",r,b,r5(nosplitGOP), r5(float(splotchSize)/nDistrictPixels) )\n",
    "            nosGOP0 = 3. + norm.cdf((nosplitGOP - 0.5)/sd0)\n",
    "            nosGOP1 = 3. + norm.cdf((nosplitGOP - 0.5)/sd1)\n",
    "            nosGOP2 = 3. + norm.cdf((nosplitGOP - 0.5)/sd2)\n",
    "    \n",
    "            dList.append(dL)  #our running 1D array data table of all trials\n",
    "            bList.append(b)\n",
    "            rList.append(r)\n",
    "            sDemlist.append(   4. - sGOP0)\n",
    "            sDem1list.append(  4. - sGOP1)\n",
    "            sDem2list.append(  4. - sGOP2)\n",
    "            noSplitDem.append(4. - nosGOP0)\n",
    "            noSplitDem1.append(4.- nosGOP1)\n",
    "            noSplitDem2.append(4.- nosGOP2)\n",
    "            splitGain0.append(nosGOP0 - sGOP0)\n",
    "            splitGain1.append(nosGOP1 - sGOP1)\n",
    "            splitGain2.append(nosGOP2 - sGOP2)\n",
    "            nCityPixels.append(splotchSize)\n",
    "            \n",
    "        print(\"    done with splotch and dL =\",splotchSize, dL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f05fb99e-1d88-4c29-bd65-ca7715b07cab",
   "metadata": {},
   "outputs": [],
   "source": [
    "cityDF = pd.DataFrame( {\"dL\":dList, \"b\":bList, \"r\":rList, \"sDem\":sDemlist, \"sDem1\":sDem1list, \"sDem2\":sDem2list, \"noSplitDem\":noSplitDem,\n",
    "                      \"noSplitDem1\":noSplitDem1, \"noSplitDem2\":noSplitDem2, \"splitGain0\":splitGain0, \"splotchSize\":nCityPixels } )\n",
    "outname = \"GudginCombinedSplotchStats\"+str(r)+\"r.csv\"\n",
    "outpath = \"2025_nosplit_output/\"+outname\n",
    "cityDF.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bfa232a4-a291-4455-a933-08369bfd788d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For paper submission, do another round at r = 0.15 , save separately\n",
      "Now loop around district length for both splotch sizes.  For each length, determine the number of city pixels in each of the four districts\n",
      "In each case, the map is centered around ( 100 , 100 ) \n",
      "starting calculations for city, district pop = 313 1296.0 time = 0\n",
      "nosplitFracDem, splotchSize, nDP 0.24151234567901234 313 1296.0\n",
      "    done with splotch and dL = 313 36\n",
      "starting calculations for city, district pop = 313 1936.0 time = 97\n",
      "nosplitFracDem, splotchSize, nDP 0.16167355371900827 313 1936.0\n",
      "    done with splotch and dL = 313 44\n",
      "starting calculations for city, district pop = 313 2304.0 time = 188\n",
      "nosplitFracDem, splotchSize, nDP 0.13585069444444445 313 2304.0\n",
      "    done with splotch and dL = 313 48\n",
      "starting calculations for city, district pop = 313 2704.0 time = 266\n",
      "nosplitFracDem, splotchSize, nDP 0.11575443786982248 313 2704.0\n",
      "    done with splotch and dL = 313 52\n",
      "starting calculations for city, district pop = 313 3600.0 time = 311\n",
      "nosplitFracDem, splotchSize, nDP 0.08694444444444445 313 3600.0\n",
      "    done with splotch and dL = 313 60\n",
      "starting calculations for city, district pop = 313 4624.0 time = 340\n",
      "nosplitFracDem, splotchSize, nDP 0.06769031141868512 313 4624.0\n",
      "    done with splotch and dL = 313 68\n",
      "starting calculations for city, district pop = 313 5776.0 time = 377\n",
      "nosplitFracDem, splotchSize, nDP 0.05418975069252078 313 5776.0\n",
      "    done with splotch and dL = 313 76\n",
      "starting calculations for city, district pop = 313 7056.0 time = 422\n",
      "nosplitFracDem, splotchSize, nDP 0.044359410430839005 313 7056.0\n",
      "    done with splotch and dL = 313 84\n",
      "starting calculations for city, district pop = 313 8464.0 time = 478\n",
      "nosplitFracDem, splotchSize, nDP 0.03698015122873346 313 8464.0\n",
      "    done with splotch and dL = 313 92\n",
      "starting calculations for city, district pop = 313 9216.0 time = 545\n",
      "nosplitFracDem, splotchSize, nDP 0.03396267361111111 313 9216.0\n",
      "    done with splotch and dL = 313 96\n",
      "starting calculations for city, district pop = 1250 1296.0 time = 619\n",
      "nosplitFracDem, splotchSize, nDP 0.9645061728395061 1250 1296.0\n",
      "    done with splotch and dL = 1250 36\n",
      "starting calculations for city, district pop = 1250 1600.0 time = 768\n",
      "nosplitFracDem, splotchSize, nDP 0.78125 1250 1600.0\n",
      "    done with splotch and dL = 1250 40\n",
      "starting calculations for city, district pop = 1250 1936.0 time = 959\n",
      "nosplitFracDem, splotchSize, nDP 0.6456611570247934 1250 1936.0\n",
      "    done with splotch and dL = 1250 44\n",
      "starting calculations for city, district pop = 1250 2304.0 time = 1188\n",
      "nosplitFracDem, splotchSize, nDP 0.5425347222222222 1250 2304.0\n",
      "    done with splotch and dL = 1250 48\n",
      "starting calculations for city, district pop = 1250 2704.0 time = 1462\n",
      "nosplitFracDem, splotchSize, nDP 0.46227810650887574 1250 2704.0\n",
      "    done with splotch and dL = 1250 52\n",
      "starting calculations for city, district pop = 1250 3136.0 time = 1784\n",
      "nosplitFracDem, splotchSize, nDP 0.3985969387755102 1250 3136.0\n",
      "    done with splotch and dL = 1250 56\n",
      "starting calculations for city, district pop = 1250 3600.0 time = 2168\n",
      "nosplitFracDem, splotchSize, nDP 0.3472222222222222 1250 3600.0\n",
      "    done with splotch and dL = 1250 60\n",
      "starting calculations for city, district pop = 1250 4096.0 time = 2574\n",
      "nosplitFracDem, splotchSize, nDP 0.30517578125 1250 4096.0\n",
      "    done with splotch and dL = 1250 64\n",
      "starting calculations for city, district pop = 1250 4624.0 time = 3019\n",
      "nosplitFracDem, splotchSize, nDP 0.2703287197231834 1250 4624.0\n",
      "    done with splotch and dL = 1250 68\n",
      "starting calculations for city, district pop = 1250 5184.0 time = 3502\n",
      "nosplitFracDem, splotchSize, nDP 0.24112654320987653 1250 5184.0\n",
      "    done with splotch and dL = 1250 72\n",
      "starting calculations for city, district pop = 1250 5776.0 time = 4023\n",
      "nosplitFracDem, splotchSize, nDP 0.21641274238227146 1250 5776.0\n",
      "    done with splotch and dL = 1250 76\n",
      "starting calculations for city, district pop = 1250 6400.0 time = 4576\n",
      "nosplitFracDem, splotchSize, nDP 0.1953125 1250 6400.0\n",
      "    done with splotch and dL = 1250 80\n",
      "starting calculations for city, district pop = 1250 7744.0 time = 5132\n",
      "nosplitFracDem, splotchSize, nDP 0.16141528925619836 1250 7744.0\n",
      "    done with splotch and dL = 1250 88\n",
      "starting calculations for city, district pop = 1250 9216.0 time = 5701\n",
      "nosplitFracDem, splotchSize, nDP 0.13563368055555555 1250 9216.0\n",
      "    done with splotch and dL = 1250 96\n"
     ]
    }
   ],
   "source": [
    "\n",
    "sd0 = 0.001\n",
    "sd1 = 0.02  #district-level uncertainty\n",
    "sd2 = 0.04 #alt uncertainty\n",
    "r = 0.15  # rural redness -- keep fixed as b/r ratio is what's truly important.  previously did r = 0.1\n",
    "print(\"For paper submission, do another round at r =\",r,\", save separately\")\n",
    "startTime = time.time()\n",
    "print(\"Now loop around district length for both splotch sizes.  For each length, determine the number of city pixels in each of the four districts\")\n",
    "print(\"In each case, the map is centered around (\",avgX,\",\",avgY,\") \" )\n",
    "# below 3 commented out as we add to going list\n",
    "nCityPixels, dList, bList, rList, sDemlist, sDem1list, sDem2list = list(), list(), list(), list(), list(), list(), list()  #sDem ... = fracl Dem seats vs. dlu\n",
    "noSplitDem, noSplitDem1, noSplitDem2 = list(), list(), list()  # no of fracl Dem seats if nosplit applied vs district-level uncertainty\n",
    "splitGain0, splitGain1, splitGain2 = list(), list(), list()  #the increased GOP wins from enforcing no-split\n",
    "for kkk, cityXlist in enumerate(cityXlists):\n",
    "    cityYlist = cityYlists[kkk].copy()\n",
    "    splotchSize = splotchSizes[kkk]\n",
    "    dLarray = dLarrays[kkk]\n",
    "    bMaster = bMasters[kkk]\n",
    "    for dL in dLarray:\n",
    "        nDistrictPixels = float( dL * dL )\n",
    "        print(\"starting calculations for city, district pop =\",splotchSize,nDistrictPixels,\"time =\",int(time.time()-startTime) )\n",
    "        fracDemPixelLists = list()\n",
    "        counter = 0\n",
    "        for sX in range(avgX - dL , avgX + dL ):\n",
    "            for sY in range(avgY - dL , avgY + dL):\n",
    "                counter += 1\n",
    "                startX = sX - 0.5\n",
    "                startY = sY - 0.5\n",
    "                nDemPixels = [0., 0., 0., 0.]\n",
    "                for j, x in enumerate(cityXlist):\n",
    "                    y = cityYlist[j]\n",
    "                    if x < startX:\n",
    "                        if y < startY:\n",
    "                            nDemPixels[0] += 1.\n",
    "                        else:\n",
    "                            nDemPixels[1] += 1.\n",
    "                    else:\n",
    "                        if y < startY:\n",
    "                            nDemPixels[2] += 1.\n",
    "                        else:\n",
    "                            nDemPixels[3] += 1.\n",
    "                for i in range(4):\n",
    "                    fracDemPixelLists.append( nDemPixels[i] / float(nDistrictPixels) )  #flattened array of district result\n",
    "        \n",
    "        bArray = list()\n",
    "        nosplitFracDem = float(splotchSize)/nDistrictPixels  #the fraction of blue pixels if we don't split the city\n",
    "        print(\"nosplitFracDem, splotchSize, nDP\",nosplitFracDem,splotchSize,nDistrictPixels)\n",
    "        for b in bMaster:\n",
    "            if b * nosplitFracDem - r * (1. - nosplitFracDem) > - 0.08:  #no split would create at least one blue or competitive district\n",
    "                bArray.append(b)  #this b is worth studying for this district size\n",
    "        for b in bArray:\n",
    "            dGOP = [0.5 +  r * (1. - fDPL) - b * fDPL for fDPL in fracDemPixelLists ]\n",
    "            if np.min(dGOP) < -3 :\n",
    "                raise ValueError(\"dGOP is\",np.min(dGOP), \"at index\",dGOP.index(np.min(dGOP)))\n",
    "            sGOP0  = 4. * np.average( [ norm.cdf((dG - 0.5)/sd0) for dG in dGOP ])  #GOP seats / map, accounting for 4 districts per map\n",
    "            sGOP1 = 4. * np.average( [ norm.cdf((dG - 0.5)/sd1) for dG in dGOP ])\n",
    "            sGOP2 = 4. * np.average( [ norm.cdf((dG - 0.5)/sd2) for dG in dGOP ])\n",
    "            nosplitGOP = 0.5 + r * (1. - nosplitFracDem ) - b * nosplitFracDem\n",
    "            #print(\"r,b,nosplitGOP, city/dPop\",r,b,r5(nosplitGOP), r5(float(splotchSize)/nDistrictPixels) )\n",
    "            nosGOP0 = 3. + norm.cdf((nosplitGOP - 0.5)/sd0)\n",
    "            nosGOP1 = 3. + norm.cdf((nosplitGOP - 0.5)/sd1)\n",
    "            nosGOP2 = 3. + norm.cdf((nosplitGOP - 0.5)/sd2)\n",
    "    \n",
    "            dList.append(dL)  #our running 1D array data table of all trials\n",
    "            bList.append(b)\n",
    "            rList.append(r)\n",
    "            sDemlist.append(   4. - sGOP0)\n",
    "            sDem1list.append(  4. - sGOP1)\n",
    "            sDem2list.append(  4. - sGOP2)\n",
    "            noSplitDem.append(4. - nosGOP0)\n",
    "            noSplitDem1.append(4.- nosGOP1)\n",
    "            noSplitDem2.append(4.- nosGOP2)\n",
    "            splitGain0.append(nosGOP0 - sGOP0)\n",
    "            splitGain1.append(nosGOP1 - sGOP1)\n",
    "            splitGain2.append(nosGOP2 - sGOP2)\n",
    "            nCityPixels.append(splotchSize)\n",
    "            \n",
    "        print(\"    done with splotch and dL =\",splotchSize, dL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "39bfae0a-ef40-487d-86a0-49bfd85af947",
   "metadata": {},
   "outputs": [],
   "source": [
    "cityDF = pd.DataFrame( {\"dL\":dList, \"b\":bList, \"r\":rList, \"sDem\":sDemlist, \"sDem1\":sDem1list, \"sDem2\":sDem2list, \"noSplitDem\":noSplitDem,\n",
    "                      \"noSplitDem1\":noSplitDem1, \"noSplitDem2\":noSplitDem2, \"splitGain0\":splitGain0, \"splotchSize\":nCityPixels } )\n",
    "outname = \"GudginCombinedSplotchStats\"+str(r)+\"r.csv\"\n",
    "outpath = \"2025_nosplit_output/\"+outname\n",
    "cityDF.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "15bdfe27-7ab0-4ba0-97fd-c23fa671a4e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#below are from r=0.1 only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1a154371-e0b4-4da8-9079-c5096e857eff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist([noSplitDem[i] for i in zeroMaxDD])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b2e10095-3cb4-4965-8da0-7fdcc5ce5e18",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "since we had a nonzero fractional uncertainty, there are a few outliers for purple no-split situations\n",
      "0.625 313 0.06574572156294867 48 -0.00151\n",
      "0.75 313 0.05383793595225228 52 -0.00161\n",
      "0.15 1250 0.36288221357482 56 -0.00035\n",
      "0.225 1250 0.20671539878027412 64 -0.00082\n",
      "0.625 1250 0.047898389515822704 96 -0.00167\n"
     ]
    }
   ],
   "source": [
    "print(\"since we had a nonzero fractional uncertainty, there are a few outliers for purple no-split situations\")\n",
    "for i in zeroMaxDD:\n",
    "    if abs(splitGain0[i]) > 0.01 :\n",
    "        print(r5(bList[i]), nCityPixels[i],noSplitDem[i],\n",
    "              dList[i],r5(bList[i]*nCityPixels[i]/dList[i]/dList[i] - rList[i]*(1. - nCityPixels[i]/float(dList[i])/float(dList[i]) )) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "14c541ec-0780-45ec-9ede-fa6ecedb22ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reading in the splotches for a Figure 1 plot for the paper v2\n",
      "for splotchSize 313\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "for splotchSize 1250\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "centroid is exactly at 99.988 99.884\n",
      "which is approximately 100 100\n"
     ]
    }
   ],
   "source": [
    "print(\"reading in the splotches for a Figure 1 plot for the paper v2\")\n",
    "smallDF = pd.read_csv(\"2025_nosplit_output/GudginSmallSplotch313CityPixels.csv\")\n",
    "largeDF = pd.read_csv(\"2025_nosplit_output/GudginSplotch1250CityPixels.csv\")\n",
    "DFs = [smallDF, largeDF]\n",
    "\n",
    "splotchSizes = [len(smallDF), len(largeDF) ]\n",
    "dLarrays = [ [36, 44, 48, 52, 60, 68, 76, 84, 92, 96], [36, 40, 44, 48, 52, 56, 60, 64, 68, 72, 76, 80, 88, 96] ]\n",
    "bMasters =  [ np.linspace(0.05,1.0, 39), np.linspace(0.05,1.0, 39) ]\n",
    "\n",
    "cityXlists, cityYlists = [ list() for DF in DFs], [ list() for DF in DFs]\n",
    "for i, cityDF in enumerate(DFs):\n",
    "    cityXlists[i],cityYlists[i] = cityDF[\"cityX\"], cityDF[\"cityY\"]\n",
    "\n",
    "for i, Xlist in enumerate(cityXlists):\n",
    "    print(\"for splotchSize\",splotchSizes[i])\n",
    "    for j, x in enumerate(Xlist):\n",
    "        y = cityYlists[i][j]\n",
    "        plotPoly(Point(x,y).buffer(0.4))\n",
    "    plt.show()\n",
    "\n",
    "maxX, maxY = 200, 200\n",
    "\n",
    "avgX, avgY = np.average(cityXlists[1]), np.average(cityYlists[1])\n",
    "print(\"centroid is exactly at\",avgX, avgY)\n",
    "avgX, avgY = int(round(avgX,0)), int( round(avgY,0) )\n",
    "print(\"which is approximately\",avgX, avgY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6f1bf8a1-eb28-4c9a-820b-810800ebe048",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "visualizing two districting schemes\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"visualizing two districting schemes\")\n",
    "districtL = 50\n",
    "districtArea = districtL * districtL\n",
    "maxX = 3 * districtL  #number of pixels\n",
    "maxY = 3 * districtL\n",
    "#special for graphing: create a visual of the mapping process\n",
    "Polly = Polygon([Point(0,0), Point(252,0), Point(252,270),Point(0,270)])\n",
    "X,Y = Polly.exterior.xy\n",
    "plt.fill(X,Y,facecolor = (1, 0.7, 0.7) )\n",
    "Xlist, Ylist = cityXlists[1], cityYlists[1]  #do the bigger splotch:\n",
    "for j, x in enumerate(Xlist):\n",
    "    y = Ylist[j]\n",
    "    dx, dy = 0.0, 0.0\n",
    "    Polly = Polygon([Point(x+dx,y+dx),Point(x+1-dx,y+dx), Point(x+1-dx,y+1-dx),Point(x+dx,y+1-dx)])\n",
    "    X,Y, = Polly.exterior.xy\n",
    "    plt.fill(X,Y,facecolor= \"blue\")\n",
    "for x in np.linspace(0,4*districtL,4*districtL+1):\n",
    "    plt.plot([x,x],[0,3*districtL],lw=0.3,color=\"red\")\n",
    "for y in np.linspace(0,3*districtL,3*districtL+1):\n",
    "    plt.plot([0,4*districtL],[y,y],lw=0.3,color=\"red\")\n",
    "\n",
    "#plot one grid set\n",
    "X1, Y1 = 33, 37\n",
    "dX = [0,districtL, districtL, 0]\n",
    "dY = [0,0, districtL,districtL]\n",
    "sX = [0,0,districtL,districtL]\n",
    "sY = [0,districtL,1.000*districtL, 0.000*districtL]\n",
    "for j in range(4):\n",
    "    xPlot = [X1+dX[0]+sX[j],    X1+dX[1]+sX[j],     X1+dX[2]+sX[j],     X1+dX[3]+sX[j],  X1+dX[0]+sX[j]]\n",
    "    yPlot = [Y1+dY[0]+sY[j],    Y1+dY[1]+sY[j],     Y1+dY[2]+sY[j],     Y1+dY[3]+sY[j],  Y1+dY[0]+sY[j]]\n",
    "    plt.plot(xPlot,yPlot,color=\"black\", lw=1)\n",
    "\n",
    "X1, Y1 = 52, 46\n",
    "dX = [0,districtL, districtL, 0]\n",
    "dY = [0,0, districtL,districtL]\n",
    "sX = [0,0,districtL,districtL]\n",
    "sY = [0,districtL,1.000*districtL, -0.0000*districtL]\n",
    "for j in range(4):\n",
    "    xPlot = [X1+dX[0]+sX[j],    X1+dX[1]+sX[j],     X1+dX[2]+sX[j],     X1+dX[3]+sX[j],  X1+dX[0]+sX[j]]\n",
    "    yPlot = [Y1+dY[0]+sY[j],    Y1+dY[1]+sY[j],     Y1+dY[2]+sY[j],     Y1+dY[3]+sY[j],  Y1+dY[0]+sY[j]]\n",
    "    plt.plot(xPlot,yPlot,color=\"gray\",lw=2,ls=\"dotted\")\n",
    "plt.xlim(0,3.9 * districtL)\n",
    "plt.ylim(0,3 * districtL)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46350fbc-5cba-446b-bce7-d38d39fbbd15",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
